{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "\n",
    "from tsmoothie.smoother import *\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "from tslearn.clustering import TimeSeriesKMeans\n",
    "from tslearn.preprocessing import TimeSeriesScalerMinMax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(35139, 7)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stock</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>adj_close</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>9960</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2015-01-02</td>\n",
       "      <td>104.25</td>\n",
       "      <td>104.29</td>\n",
       "      <td>104.29</td>\n",
       "      <td>102.32</td>\n",
       "      <td>53204626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9959</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>101.35</td>\n",
       "      <td>101.68</td>\n",
       "      <td>101.68</td>\n",
       "      <td>99.44</td>\n",
       "      <td>64285491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9958</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2015-01-06</td>\n",
       "      <td>99.71</td>\n",
       "      <td>100.54</td>\n",
       "      <td>100.54</td>\n",
       "      <td>99.45</td>\n",
       "      <td>65797116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9957</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2015-01-07</td>\n",
       "      <td>100.33</td>\n",
       "      <td>101.26</td>\n",
       "      <td>101.26</td>\n",
       "      <td>100.84</td>\n",
       "      <td>40105934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9956</td>\n",
       "      <td>AAPL</td>\n",
       "      <td>2015-01-08</td>\n",
       "      <td>102.23</td>\n",
       "      <td>104.96</td>\n",
       "      <td>104.96</td>\n",
       "      <td>104.72</td>\n",
       "      <td>59364547</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     stock  timestamp    open    high     low  adj_close    volume\n",
       "9960  AAPL 2015-01-02  104.25  104.29  104.29     102.32  53204626\n",
       "9959  AAPL 2015-01-05  101.35  101.68  101.68      99.44  64285491\n",
       "9958  AAPL 2015-01-06   99.71  100.54  100.54      99.45  65797116\n",
       "9957  AAPL 2015-01-07  100.33  101.26  101.26     100.84  40105934\n",
       "9956  AAPL 2015-01-08  102.23  104.96  104.96     104.72  59364547"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "df = pd.read_csv('financial_data_2000_2018_cleaned.csv.zip', index_col=0)\n",
    "df['timestamp'] = df.timestamp.apply(datetime.fromtimestamp)\n",
    "df = df.loc[df.timestamp.dt.year > 2014].copy()\n",
    "df.sort_values(['stock','timestamp'], inplace=True)\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>891</th>\n",
       "      <th>892</th>\n",
       "      <th>893</th>\n",
       "      <th>894</th>\n",
       "      <th>895</th>\n",
       "      <th>896</th>\n",
       "      <th>897</th>\n",
       "      <th>898</th>\n",
       "      <th>899</th>\n",
       "      <th>900</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stock</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>AAPL</td>\n",
       "      <td>102.32</td>\n",
       "      <td>99.44</td>\n",
       "      <td>99.45</td>\n",
       "      <td>100.84</td>\n",
       "      <td>104.72</td>\n",
       "      <td>104.83</td>\n",
       "      <td>102.24</td>\n",
       "      <td>103.15</td>\n",
       "      <td>102.76</td>\n",
       "      <td>99.97</td>\n",
       "      <td>...</td>\n",
       "      <td>189.73</td>\n",
       "      <td>191.21</td>\n",
       "      <td>190.77</td>\n",
       "      <td>190.94</td>\n",
       "      <td>192.33</td>\n",
       "      <td>194.14</td>\n",
       "      <td>193.53</td>\n",
       "      <td>190.31</td>\n",
       "      <td>189.25</td>\n",
       "      <td>189.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ADBE</td>\n",
       "      <td>72.34</td>\n",
       "      <td>71.98</td>\n",
       "      <td>70.53</td>\n",
       "      <td>71.11</td>\n",
       "      <td>72.92</td>\n",
       "      <td>71.84</td>\n",
       "      <td>71.12</td>\n",
       "      <td>70.59</td>\n",
       "      <td>69.99</td>\n",
       "      <td>70.29</td>\n",
       "      <td>...</td>\n",
       "      <td>259.78</td>\n",
       "      <td>257.68</td>\n",
       "      <td>257.54</td>\n",
       "      <td>259.47</td>\n",
       "      <td>257.49</td>\n",
       "      <td>263.17</td>\n",
       "      <td>261.93</td>\n",
       "      <td>254.81</td>\n",
       "      <td>242.32</td>\n",
       "      <td>244.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ADSK</td>\n",
       "      <td>59.53</td>\n",
       "      <td>58.66</td>\n",
       "      <td>57.50</td>\n",
       "      <td>57.38</td>\n",
       "      <td>58.80</td>\n",
       "      <td>58.27</td>\n",
       "      <td>57.29</td>\n",
       "      <td>57.34</td>\n",
       "      <td>56.41</td>\n",
       "      <td>55.71</td>\n",
       "      <td>...</td>\n",
       "      <td>137.43</td>\n",
       "      <td>134.50</td>\n",
       "      <td>134.32</td>\n",
       "      <td>134.50</td>\n",
       "      <td>132.31</td>\n",
       "      <td>135.85</td>\n",
       "      <td>136.14</td>\n",
       "      <td>131.16</td>\n",
       "      <td>127.00</td>\n",
       "      <td>128.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AKRX</td>\n",
       "      <td>36.07</td>\n",
       "      <td>37.12</td>\n",
       "      <td>36.42</td>\n",
       "      <td>38.16</td>\n",
       "      <td>40.28</td>\n",
       "      <td>40.72</td>\n",
       "      <td>40.51</td>\n",
       "      <td>41.28</td>\n",
       "      <td>41.74</td>\n",
       "      <td>40.46</td>\n",
       "      <td>...</td>\n",
       "      <td>16.85</td>\n",
       "      <td>17.31</td>\n",
       "      <td>17.47</td>\n",
       "      <td>17.27</td>\n",
       "      <td>16.98</td>\n",
       "      <td>17.49</td>\n",
       "      <td>17.60</td>\n",
       "      <td>18.23</td>\n",
       "      <td>18.31</td>\n",
       "      <td>18.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AMAT</td>\n",
       "      <td>23.59</td>\n",
       "      <td>22.83</td>\n",
       "      <td>21.97</td>\n",
       "      <td>22.18</td>\n",
       "      <td>22.88</td>\n",
       "      <td>22.91</td>\n",
       "      <td>22.36</td>\n",
       "      <td>22.05</td>\n",
       "      <td>21.75</td>\n",
       "      <td>22.04</td>\n",
       "      <td>...</td>\n",
       "      <td>48.06</td>\n",
       "      <td>46.46</td>\n",
       "      <td>46.55</td>\n",
       "      <td>46.22</td>\n",
       "      <td>45.70</td>\n",
       "      <td>45.75</td>\n",
       "      <td>46.95</td>\n",
       "      <td>48.08</td>\n",
       "      <td>47.69</td>\n",
       "      <td>48.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AMZN</td>\n",
       "      <td>308.52</td>\n",
       "      <td>302.19</td>\n",
       "      <td>295.29</td>\n",
       "      <td>298.42</td>\n",
       "      <td>300.46</td>\n",
       "      <td>296.93</td>\n",
       "      <td>291.41</td>\n",
       "      <td>294.74</td>\n",
       "      <td>293.27</td>\n",
       "      <td>286.95</td>\n",
       "      <td>...</td>\n",
       "      <td>1842.92</td>\n",
       "      <td>1812.97</td>\n",
       "      <td>1813.70</td>\n",
       "      <td>1802.00</td>\n",
       "      <td>1829.24</td>\n",
       "      <td>1863.61</td>\n",
       "      <td>1808.00</td>\n",
       "      <td>1817.27</td>\n",
       "      <td>1779.22</td>\n",
       "      <td>1777.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ATVI</td>\n",
       "      <td>19.54</td>\n",
       "      <td>19.27</td>\n",
       "      <td>18.91</td>\n",
       "      <td>18.50</td>\n",
       "      <td>18.69</td>\n",
       "      <td>18.35</td>\n",
       "      <td>18.31</td>\n",
       "      <td>18.02</td>\n",
       "      <td>18.38</td>\n",
       "      <td>18.01</td>\n",
       "      <td>...</td>\n",
       "      <td>81.27</td>\n",
       "      <td>80.61</td>\n",
       "      <td>79.65</td>\n",
       "      <td>79.75</td>\n",
       "      <td>78.41</td>\n",
       "      <td>79.45</td>\n",
       "      <td>77.65</td>\n",
       "      <td>75.36</td>\n",
       "      <td>72.75</td>\n",
       "      <td>73.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>BBBY</td>\n",
       "      <td>73.57</td>\n",
       "      <td>72.73</td>\n",
       "      <td>72.32</td>\n",
       "      <td>74.99</td>\n",
       "      <td>76.18</td>\n",
       "      <td>71.04</td>\n",
       "      <td>70.40</td>\n",
       "      <td>71.10</td>\n",
       "      <td>71.10</td>\n",
       "      <td>69.19</td>\n",
       "      <td>...</td>\n",
       "      <td>18.72</td>\n",
       "      <td>19.23</td>\n",
       "      <td>18.78</td>\n",
       "      <td>19.17</td>\n",
       "      <td>19.04</td>\n",
       "      <td>18.86</td>\n",
       "      <td>18.99</td>\n",
       "      <td>18.82</td>\n",
       "      <td>19.40</td>\n",
       "      <td>18.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>BIDU</td>\n",
       "      <td>223.08</td>\n",
       "      <td>219.79</td>\n",
       "      <td>220.18</td>\n",
       "      <td>224.35</td>\n",
       "      <td>229.21</td>\n",
       "      <td>226.90</td>\n",
       "      <td>220.89</td>\n",
       "      <td>219.60</td>\n",
       "      <td>216.82</td>\n",
       "      <td>215.97</td>\n",
       "      <td>...</td>\n",
       "      <td>269.42</td>\n",
       "      <td>262.42</td>\n",
       "      <td>259.98</td>\n",
       "      <td>260.38</td>\n",
       "      <td>256.48</td>\n",
       "      <td>262.91</td>\n",
       "      <td>260.35</td>\n",
       "      <td>255.09</td>\n",
       "      <td>251.40</td>\n",
       "      <td>247.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>CA</td>\n",
       "      <td>27.23</td>\n",
       "      <td>27.31</td>\n",
       "      <td>26.85</td>\n",
       "      <td>27.17</td>\n",
       "      <td>27.60</td>\n",
       "      <td>27.60</td>\n",
       "      <td>27.74</td>\n",
       "      <td>27.71</td>\n",
       "      <td>27.56</td>\n",
       "      <td>27.31</td>\n",
       "      <td>...</td>\n",
       "      <td>43.76</td>\n",
       "      <td>43.73</td>\n",
       "      <td>43.72</td>\n",
       "      <td>43.70</td>\n",
       "      <td>43.72</td>\n",
       "      <td>43.79</td>\n",
       "      <td>43.64</td>\n",
       "      <td>43.71</td>\n",
       "      <td>43.78</td>\n",
       "      <td>43.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 901 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          0       1       2       3       4       5       6       7       8    \\\n",
       "stock                                                                           \n",
       "AAPL   102.32   99.44   99.45  100.84  104.72  104.83  102.24  103.15  102.76   \n",
       "ADBE    72.34   71.98   70.53   71.11   72.92   71.84   71.12   70.59   69.99   \n",
       "ADSK    59.53   58.66   57.50   57.38   58.80   58.27   57.29   57.34   56.41   \n",
       "AKRX    36.07   37.12   36.42   38.16   40.28   40.72   40.51   41.28   41.74   \n",
       "AMAT    23.59   22.83   21.97   22.18   22.88   22.91   22.36   22.05   21.75   \n",
       "AMZN   308.52  302.19  295.29  298.42  300.46  296.93  291.41  294.74  293.27   \n",
       "ATVI    19.54   19.27   18.91   18.50   18.69   18.35   18.31   18.02   18.38   \n",
       "BBBY    73.57   72.73   72.32   74.99   76.18   71.04   70.40   71.10   71.10   \n",
       "BIDU   223.08  219.79  220.18  224.35  229.21  226.90  220.89  219.60  216.82   \n",
       "CA      27.23   27.31   26.85   27.17   27.60   27.60   27.74   27.71   27.56   \n",
       "\n",
       "          9    ...      891      892      893      894      895      896  \\\n",
       "stock          ...                                                         \n",
       "AAPL    99.97  ...   189.73   191.21   190.77   190.94   192.33   194.14   \n",
       "ADBE    70.29  ...   259.78   257.68   257.54   259.47   257.49   263.17   \n",
       "ADSK    55.71  ...   137.43   134.50   134.32   134.50   132.31   135.85   \n",
       "AKRX    40.46  ...    16.85    17.31    17.47    17.27    16.98    17.49   \n",
       "AMAT    22.04  ...    48.06    46.46    46.55    46.22    45.70    45.75   \n",
       "AMZN   286.95  ...  1842.92  1812.97  1813.70  1802.00  1829.24  1863.61   \n",
       "ATVI    18.01  ...    81.27    80.61    79.65    79.75    78.41    79.45   \n",
       "BBBY    69.19  ...    18.72    19.23    18.78    19.17    19.04    18.86   \n",
       "BIDU   215.97  ...   269.42   262.42   259.98   260.38   256.48   262.91   \n",
       "CA      27.31  ...    43.76    43.73    43.72    43.70    43.72    43.79   \n",
       "\n",
       "           897      898      899      900  \n",
       "stock                                      \n",
       "AAPL    193.53   190.31   189.25   189.63  \n",
       "ADBE    261.93   254.81   242.32   244.68  \n",
       "ADSK    136.14   131.16   127.00   128.44  \n",
       "AKRX     17.60    18.23    18.31    18.52  \n",
       "AMAT     46.95    48.08    47.69    48.41  \n",
       "AMZN   1808.00  1817.27  1779.22  1777.44  \n",
       "ATVI     77.65    75.36    72.75    73.42  \n",
       "BBBY     18.99    18.82    19.40    18.73  \n",
       "BIDU    260.35   255.09   251.40   247.18  \n",
       "CA       43.64    43.71    43.78    43.95  \n",
       "\n",
       "[10 rows x 901 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### MANAGE CLOSE PRICES (STOCKS, TIMESTEMPS) ###\n",
    "\n",
    "df_close = df.set_index(['stock','timestamp'])['adj_close'].unstack()\n",
    "df_close = df_close.loc[~df_close.isna().any(axis=1)].copy()\n",
    "df_close.columns = range(len(df_close.columns))\n",
    "\n",
    "df_close.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SMOOTH PRICE ###\n",
    "\n",
    "window_shape = 20\n",
    "\n",
    "smoother = WindowWrapper(LowessSmoother(smooth_fraction=0.6, iterations=1), \n",
    "                         window_shape=window_shape)\n",
    "smoother.smooth(df_close.loc['AMZN'])\n",
    "\n",
    "low, up = smoother.get_intervals('prediction_interval') # only for visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT THE FIRST 12 SMOOTHED WINDOWS ###\n",
    "\n",
    "plt.figure(figsize=(18,12))\n",
    "\n",
    "for i,(true,smooth) in enumerate(zip(smoother.Smoother.data, smoother.Smoother.smooth_data)):\n",
    "    \n",
    "    if i == 12:\n",
    "        break\n",
    "    \n",
    "    plt.subplot(3,4, i+1)\n",
    "    plt.plot(smooth, linewidth=3, color='blue')\n",
    "    plt.plot(true, '.k')\n",
    "    plt.fill_between(range(len(true)), low[i], up[i], alpha=0.3)\n",
    "    plt.title(f\"window {i}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(882, 20, 1)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SCALE SMOOTHED WINDOWS ###\n",
    "\n",
    "smooth_scaled = TimeSeriesScalerMinMax().fit_transform(smoother.Smoother.smooth_data)\n",
    "smooth_scaled.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TimeSeriesKMeans(max_iter=10, metric='dtw', n_clusters=4, random_state=33)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CLUSTER SMOOTHED WINDOWS ###\n",
    "\n",
    "smooth_km = TimeSeriesKMeans(n_clusters=4, metric=\"dtw\", max_iter=10, random_state=33)\n",
    "smooth_km.fit(smooth_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT CLUSTER CENTERS WITH SAMPLES ###\n",
    "\n",
    "colors = {0:'red',1:'blue',2:'green',3:'orange'}\n",
    "\n",
    "for c in range(smooth_km.n_clusters):\n",
    "    \n",
    "    plt.plot(np.squeeze(smooth_scaled[smooth_km.labels_ == c],-1).T, c=colors[c], alpha=0.03)\n",
    "    plt.plot(np.squeeze(smooth_km.cluster_centers_, -1)[c], c=colors[c], linewidth=5)\n",
    "    plt.title(f\"cluster {c}\")\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT CLUSTER ON THE RAW TIME SERIES ###\n",
    "\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "plt.plot(smoother.Smoother.data[:,-1], c='black', alpha=0.3)\n",
    "plt.scatter(range(len(smoother.Smoother.data[:,-1])), smoother.Smoother.data[:,-1], \n",
    "            c=[colors[c] for c in smooth_km.labels_])\n",
    "\n",
    "plt.xticks(range(0,len(df.timestamp.unique())-window_shape, 100), \n",
    "           df.timestamp.dt.date.unique()[window_shape::100], rotation=70)\n",
    "plt.ylabel('AMZN price')\n",
    "np.set_printoptions(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(882, 20, 1)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SCALE RAW WINDOWS ###\n",
    "\n",
    "raw_scaled = TimeSeriesScalerMinMax().fit_transform(smoother.Smoother.data)\n",
    "raw_scaled.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TimeSeriesKMeans(max_iter=10, metric='dtw', n_clusters=4, random_state=33)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CLUSTER RAW WINDOWS ###\n",
    "\n",
    "raw_km = TimeSeriesKMeans(n_clusters=4, metric=\"dtw\", max_iter=10, random_state=33)\n",
    "raw_km.fit(raw_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT CLUSTER CENTERS WITH SAMPLES ###\n",
    "\n",
    "colors = {0:'red',1:'blue',2:'green',3:'orange'}\n",
    "\n",
    "for c in range(raw_km.n_clusters):\n",
    "    \n",
    "    plt.plot(np.squeeze(raw_scaled[raw_km.labels_ == c],-1).T, c=colors[c], alpha=0.03)\n",
    "    plt.plot(np.squeeze(raw_km.cluster_centers_, -1)[c], c=colors[c], linewidth=5)\n",
    "    plt.title(f\"cluster {c}\")\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7kAAAICCAYAAAAK3QrCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzdd5SU1f3H8fedtjOzy1KXDoKKBVBBEKwhigVjQY1GTBSTWKJGoyZG40+NUWOLUWOPEY0laqzRmNhI7I0iKk1QmkpvwpbZ6ff3x31md4EF17Azs+x+XufMmXnuU+Y7lnP4cJux1iIiIiIiIiLSGviKXYCIiIiIiIhIc1HIFRERERERkVZDIVdERERERERaDYVcERERERERaTUUckVERERERKTVUMgVERERERGRViNQ7ALypUuXLrZfv37FLkNERERERETy4MMPP1xtra3YuL3Vhtx+/foxderUYpchIiIiIiIieWCM+aKxdg1XFhERERERkVZDIVdERERERERaDYVcERERERERaTUUckVERERERKTVUMgVERERERGRVkMhV0RERERERFoNhVwRERERERFpNRRyRUREREREpNVQyBUREREREZFWQyFXREREREREWg2FXBEREREREWk1FHJFRERERESk1VDIFRERERERkVZDIVdERERERERaDYVcERERERERaTUUckVERERERKTVUMgVERERERFpi7LZYleQFwq5IiIiIiIibUU6DZddBu3bQyAAQ4fCO+8Uu6pmpZArIiIiIiLSVpx1Ftx6K1RWgrXw8cdw2GEwY0axK2s2CrkiIiIiIiJtwerV8OijUFtLFojl2uNxuP76IhbWvBRyRURERERE2oJFiyAUAuAT4L9ABtzc3OnTi1dXM1PIFRERERERaQu23x4SCQCWeE0pAL/fzc1tJRRyRUREREREWqPPP4cjjoCSEgiHYcwYOPpoiEax3iVpcOcuvbSIhTYvhVwREREREZHWZtkyGD4cXnwRkknXgztlCjzzDIwdC+3agc9HcvhweO01GDiw2BU3m0CxCxAREREREZFmdvvtUFMDuCHJBi/8ZbMu+D70EAQCpEeOhK5di1ho81NProiIiIiISGvzwQeQyWCB14GXgBXeKRuPw0cfQTpNKpUqXo15opArIiIiIiLS2njDj+NAwmta470nEgm48UY4+WRSf/1rMarLK4VcERERERGR1ubCC8mGQlQ1aKr13hPg5unGYqSuvRaef77w9eWRQq6IiIiIiEgrc+OKZxh9quWLMFigHIh55+INrkvF43D11YUvMI8UckVERERERFqRqUuncvWbV/NGrxQjToUzx8LtB0Cll/5qG1ybApg2DfbeG2bOLEK1zU8hV0REREREpBW5e8rd1Ka8KJuErik4bxpkspDF9ej6gDK8kAsweTLsvz+sWlWMkpuVQq6IiIiIiEgrkUgneHLWk1gspGHAEvjbS7BDjdtGKI4LuVEg5H2OAVjr5uk+8EDxim8mCrkiIiIiIiKtxLOfPkvGZtxBJZz8CfS3EPHOLwBqcCE3AKwH/pu7ubYWZs0qbMF5kLeQa4x5wBiz0hgzs0HbEGPMB8aYj40xU40xIxqcu9QYM88YM9cYc1iD9mHGmBneuduNMSZfNYuIiIiIiGzLpq+YTjztLS1VBXush3ZAqXd+IVCJC7mZjW8OhWDEiI1btzn57Ml9EBizUdsfgKustUOA33rHGGMGAuOAQd49dxtj/N499wBnAgO818bPFBEREREREWDnLjtT4i9xk2/jEGvv2iPAAQ2ui9JgPi6Qzn0YP74AVeZX3kKutfYtYO3GzbjVqwHaA0u9z2OBv1trE9bahcA8YIQxpgdQbq1931prgYeBY/JVs4iIiIiIyLbstYWvkcgk6vYJuucAqPVSXwfvBRAG9gS6eMcJgMMOg/JytnWFnpN7AXCTMeYr4I/ApV57L+CrBtct9tp6eZ83bhcREREREZEGZq6cydOzn3YHXsh9exc47RjX2wiwo/dejhvGnDuORyLwq18VrNZ8KnTIPRu40FrbB7gQuN9rb2yerd1Ce6OMMWd6c32nrmoFS1+LiIiIiIg01WsLXyNrs+4gjltZKgCP7wbrKtoB0AP4Hi7gApQYA8EgiV/+EkaNKnzReVDokHsq8Kz3+SkgN6t5MdCnwXW9cUOZF3ufN25vlLX2L9ba4dba4RUVFc1WtIiIiIiISEvXOdKZoD/oDtK4PYKAkkAJb5w/FiJujeXc4keUlBC+/HL43e9IjBwJmU2WotomFTrkLgVyfz1wEPC59/mfwDhjTIkxpj9uganJ1tplQJUxZm9vVeXxwPMFrllERERERKTFO2aXY/Dn1u9NU5dm/T4/I39xIzz3HOy9N3TpAgceCHfdRXDCBMyVV5IYOxbCYbj00m0+7Aby9WBjzOPAd4EuxpjFwJXAGcBtxpgArgP9TABr7SxjzJPAbNy/jp9bm9vcibNxKzVHgJe8l4iIiIiIiDRQGirl1VNe5ejHj6bSV4kv7CMYDvL49x+nZ7uecGhPOPRQd3FVFfTujamspARv4al0Gm64AebOhWef3cI3tWzGLVrc+gwfPtxOnTq12GWIiIiIiIgUVCqd4rZHbqPX9r04fv/j64cwN/TQQ3DWWRCP8xau93MfvEWRgkGYMgX22KOgdX9bxpgPrbXDN24v9HBlERERERERyaNMOsPOXXZm3377Nh5wAVauhEQCgE7AGmBK7py18PbbBag0P/I2XFlEREREREQKL+GF15KSks1fNGoU+P2QTjMIF3TrekCDQejWLc9V5o96ckVERERERFqRZDIJQCgU2vxFe+0FhxwCuCHKPYHuuXPRKBx1VD5LzCuFXBERERERkVYgFoNzz4X+/RMceyz84AclzJu3mYuNgRdegEsucT23Ph+EQtC/P7z+ultpeRulhadERERERERaoo8+gltvhUWLYPRol2A7d97s5QcdBO+9B4nEfNzGNWPo1CnI3Llu16DNymZh+nQXcnfd1QXgbYAWnhIREREREdlW/OMfsP/+8OijbhGoG26AQYNg+fJGL//4Y5g0KbeWVBIX9YLU1sL993/Dd/l8MGQIDBy4zQTcLVHIFRERERERaUkyGfjZz9z442zWtcXjsHYtXHtto7fMnJUlQ9I7igFu0anaWmhrA1wVckVERERERFqSBQtcwAVWAW8CGYBUCv7970ZvuXPBuSRSScB6d7nxyeFwlqFD819yS6KQKyIiIiIi0pK0b+8CLbAUqPReAHTqtMnlV7x2BZOy90CPj8C3DEgB3YAsNhDnjDMKUnWLoZArIiIiIiLSknz0EaTTAKz1mirBLQx1/vkbXBpLxbjpvZvcwQ/HwIA7wJcCOkG/Nxj4m9OpqChU4S1DoNgFiIiIiIiIiMdaOPtsyGZJAtVecyW43t2774Yf/ABK3JzbeWvnEfAFSGQSEI/BnjfAYUBHwMCeu51WlJ9RTOrJFRERERERaQkmT4Z99oGFC4H6Xlw/Xsi11m31M2FC3S09ynqQzrpeX5KAATq5d5/x8ct9flmw8lsKhVwREREREZFimzEDDjzQ7QPkWQ4EgV5AFW5JKWIxt62Qp6K0gqN2OooSf4mbiht07QbDTYfcxMCKgQX7CS2FhiuLiIiIiIgU21VXuf1+gDgQwoXcbriO2S9xQ5fbAQRcjFv49UKmLp3KOXudQ8gf4qmFT+GL+CiNlHLbmNs4efeTi/BDik8hV0REREREpNimTQNrSQITgTJcx2wPvGCLG77cDsh+OpvTnjqZv3/2DEFfkKzN0q6kHaP7jGbYzsO4/PjLCQfDxfkdLYCGK4uIiIiIiBTbzjsDsN47rAbCQFeg1Pu8xjt374BKnpz9JPF0nKpkFTWpGpavX87Ln73MrR/eyp5/2ZP18fUbf0OboZArIiIiIiJSbGPHAg32wwW2pz6wdaJ+Iao7h6aIkXKTdNfgunzdtrrEiLHg6wX87s3f5b/mFkohV0REREREpJg+/RQuvBBwPblhYD9cyM2JAgngpR1hThevMQ6sxiVjL+QSgEQmwRMznyhE5S2SQq6IiIiIiEihWAtPPOGGJ0ej0KMHjBoF8Tjg8mp76nYBAmPAGILAF+3guOMhm0txMe894X02gNs+F59pu1FPC0+JiIiIiIgUyu9/D9dcAymv69VbURncPNxq3GJTdY49FlatIjhpEk/snibuz3r3Aeu8axJAFjd51+e2Dzp1j1Pz+ztasLYb70VERERERAqpqgquu64u4GY2Oj0L1wvZP9cQCMBdd8Fbb/HAg+fydt+sC7Pg9hRKe5+T3ud29c+67DuX5eUnbAsUckVERERERArh00/d8GNcRn0ReBeXW2PASmAH3B65ABx4IHTvzry18/jDjLux4JJxLugGgYoGzy9zbx1KOhANRvP5S1o0DVcWEREREREphJ49IeP6b3Mb/KwFvqB+3ajeuWv9fnjqKQCe/fRZ0sbrtv2aunm3dMINUV4LdKOuC/OMYWfk6xdsE9STKyIiIiIiUgi9e8NBBwFuSm050AWYCyzyPkdy1/74x9C+PQDW2vrkVk39hrkBXG/ujtQNVS4LlfH7g36fz1/R4inkioiIiIiIFMqTT8KIEdTiAu3uuBHIKWBQ7ppgEE46qe6W43Y9Dn/Qv+mz/OA3rt1gCAfCPHficwT9wbz+hJZOw5VFREREREQKpV07+OADart3p+PKlZQCI3DTbMtz13Tu7ObjegZ0HsA1o6/hss8vI5vNYjAYn+HC71zIuuw6Ji2exKCKQVy838Xs0X2Pwv+mFkYhV0REREREpFBefZXM739PKp2uG5rccO0o/H7473/Bt+Gg21/v/UvKX1vN+2s/wXStYJ/tDuC0w07D72+kh7eNU8gVEREREREphAcfhJ//nNpYDICIMWAtlJW5VZczGXj8cRg4cMP7pk6FI4+kR+V6tq/I8l7PDC8O/Yy9DtyLoT2GFv53tHCakysiIiIiIpJv6TT88pcQi1HrNUWsdeF26FAXbletgqOP3vC+2lo45BDsihXcPCTOdSOSvNIvwz+rJrP//fty83s3F/yntHQKuSIiIiIiIvm2eDEkEgB1ITcMrid3/nw44giINrK37b/+BZkMr/WHSb0gEQQM2CDEMnEuf+1yllUtK9CP2DYo5IqIiIiIiORb5851e+TGAEOD7YJ69tz8fWvXQibDMwMhUQFEcZNOvYmnAV+AV+a/kq+qt0kKuSIiIiIiIvnWrh2ceCKEw1QDpXhhLBqF//u/zd930EGQzVKaBH8F0Ae3UlVHd9oYQyQQ2fz9bZBCroiIiIiISAHMv+7XTN67D1/7IFDiJ1tWBtdfD8ceu/mbBgyA005j/GcRQhmvrRzXowtkbZYjdjoi36VvU7S6soiIiIiISJ59sPgDDn74YOIHxgl3gR4lhvW7+HjnR2PY6ZtuvuMOdjv0UG547lIu6TOHgD+ICYbI2izPjXuOslBZIX7CNsNYa4tdQ14MHz7cTp06tdhliIiIiIiIsPs9uzNj5QxIAQuAbmA6GI7Y6QheOOmFJj9nRfUKXp3/KuFAmMMHHN6mA64x5kNr7fCN29WTKyIiIiIikke1qVpmr5rtDhJeYwgsltcXvv6tntWtrBun7HFK8xbYymhOroiIiIiISB4trlxMxnoTanNLK5e4w3Yl7YpVVqulkCsiIiIiIpInyUyS/R7Yr76hGrd3kB98xse5e51brNJaLYVcERERERGRPLnp3ZtYFVvlDuK4ObneNNqszfKrfX9VrNJaLYVcERERERGRPLlv2n3uQxZYBvgBb4RyyB8i5A8VqbLWSwtPiYiIiIiIfEuL1i3iw6Uf0qNdD/bpvQ/GmE2uSWVSLK9e7g5iQBLoSV0KO2bnY/AZ9Ts2N4VcERERERGRJpq8eDJHPX4UK2MrAQj4AvQp78Nrp75Gvw796q5LZpLs8ec9SGS85ZRrcAtOlbrDcCDMfUffV9Da2wr9tYGIiIiIiEgTLFq3iFEPjaoLuADpbJqF6xay/wP7Y62ta79v4g3MXT3HHWRxC06VUpfAnjrhKcpLygtWe1uSt5BrjHnAGLPSGDNzo/bzjDFzjTGzjDF/aNB+qTFmnnfusAbtw4wxM7xzt5vGxgGIiIiIiEjrs3w53HgjnHsuPPUUpFJFK2VJ5RIOeugg4um4a0gAq6nb93ZJ1RL63NqHtbVrif/xBi55+0osgAW+AtKAl2nD/jB92/ct8C9oO/I5XPlB4E7g4VyDMeZAYCywu7U2YYzp6rUPBMYBg3Cj1P9jjNnJWpsB7gHOBD4AXgTGAC/lsW4RERERESm2d9+FMWMgnYZ4HB56CK67Dt55B0pLC1pKPB1n5ISRLKla4hos8CWuh7YG6AsYF3Svvuckhj75OvEx3s1VuFWVu1G34FTQH2RgxcCC/oa2JG89udbat4C1GzWfDdxgrU141+T6+ccCf7fWJqy1C4F5wAhjTA+g3Fr7vnV9/w8Dx+SrZhERERERaQGshZNOgupqF3DBfZ4+HU49teA9us9++izrE+vdQRq3iFQWiOIC7BIg4053/Nd/eHm7NBk/sA5YAZQA7eufd//R9xPwaXmkfCn0nNydgAOMMZOMMW8aY/by2nvhOvFzFnttvbzPG7eLiIiIiEhrNW8erFkDwNfAVFymJJuFZ56BkSPh6qvhzjth1aq8lzNn9Ryqk9XuYCH1CaU70AlY2gueuw4efA0z/wB6r7cE0sAaIAj0wC06BVx2wGWcMOiEvNfclhX6rw8CQEdgb2Av4EljzPbU/SvfgN1Ce6OMMWfihjbTt6/GuIuIiIiIbJOCQdebC8zGDQ9dgcuKAHz0kXuFQvDrX8Nzz8FhhzX+rK2RTsOrrzJ43gpCJkgym/LSdq5OYP1B8MrZkNmFw/mCM/mUqmq4a093Ox1wPblZ6FXanau+e1Xz1ykbKHRP7mLgWetMxv0n0sVr79Pgut7AUq+9dyPtjbLW/sVaO9xaO7yioqLZixcRERERkQLo1w/6uHiQ6/Wa6r02kEy64czf+x4sWNC8NSxY4OoYN45j/u9hQvGU2+c2J4rrfnvhfjpk4BGO518cRTdWMmAtPPAUlCWg1EA0CQMD3Xjj9Lfx+/zNW6dsotAh9zngIABjzE5ACLcm2T+BccaYEmNMf2AAMNlauwyoMsbs7a2qPB54vsA1i4iIiIhIIc2ZA0vcIk9VDZqXUb/oz2xgee5ENusWqWpOxx8Py5ZBVRWhmjiXvg2+Wu9cb9xyudXdoLoH13MNpXzGG1hqcWtR7bgAHvkHTHwCPprgZ9Y5s9ix047NW6M0Kp9bCD0OvA/sbIxZbIw5DXgA2N7bVujvwKler+4s4Encf6svAz/3VlYGt1jVBNxiVPPRysoiIiIiIq3b+PFQU0MC13m6K3AAbu7jF7gO1PnAFBqE4C+/bL7e3EcegY8/hmyWGmAOcM5k6LAejAUigB8CS/ahd2YFezKHAJYa4BNgMi6Q+y3sswJ2WgM89ljz1CbfKG9zcq21J23m1Mmbuf5a4NpG2qcCg5uxNBERERERaanWr3cBE6j0mjriprbmVqXdpcHlS4Gdwc3PXbdu67//n/+EM86omxP8Ja63rVsS7n0SbhsBU3aEUAr8r95MR9YRJEBuLPPqBo/qnvuQycBXDdfZlXzSutUiIiIiItJy+OoHm3rrGVPmvffE9eQ2jIuJhvcNboa+sYsugoR7agq3ujO4nuOSGnjwddjhdUiHooSS/akmTYl3zSDvujiu57lu16CyMvjOd7a+NmmSQs/JFRERERER2bx27WDffcHvJwb4oS5EdvY+f9Hg8gRANAp//rPrzd1a8+YBsB43j3KN17wMF55yq+X6fZZ27SBNkGc4n+FAf2Agrge3A96iWT4fDBwIhx++9bVJkyjkioiIiIhIy/Lww9CjB7FolGgg4MKrMRjc0OW4d1nYGFbtsSu3PnQWP428yt1T7qYqUbWFB28oFoPf/tYtotyvH1x+OWQrurpzDa7rhAvbQ3Ar5wKYH/2Q8y8wRKNwPZfTnggGN6R6r9yNxsDYsfDGG+DXqsqFYqzd7Laz27Thw4fbqVM3WWRcRERERERauupqeOQR3nzwQSLt2jHiJz9x82Rra5kF5JaXqq0o4fSjAqS3z1KbrqU0WEpZqIwpZ0yhT/s+W/oGslnXYfzJJ24XIoBwGK7vdBPnL72YxcDH3rWH4HqQc9sZEQjA9OlkdtqVCy6ACRPgJPsYdyZOp8Sk8Ns0lJbCbru5gFtSgjQ/Y8yH1trhm7Qr5IqIiIiISIvxxRcwYgTU1PBSTQ19IhEGt28P118P553HQmBmJgPGcPW5vZm6+DO3AamXQP3Gz7G7HstTJzy1xa+ZOBGOO87labdeM4ChLJplja+CxdVrmQWMAYINbzQG/vpXOPXUuqbKSrfj0XY1s4k+NgFWrICjjoLvfx+CG9wtzWhzIVcLT4mIiIiISMsxfjysWkXSWtJAtLYWkkm36vGiRUR/8Qt47TX8ZaVMi3/m8mkCWAX0hIw/w4ufv/iNXzNlCtTm9r3lIyALDKc65uPJUx5nr6fGQjy+YWA67DC4917YbrsNnlVe7l4wEIbfsrX/BGQrKeSKiIiIiEjLMH06vPUWUL+ychTcFjz/+hccfDClc+ZAPE4Y8BkXTanGTaJNuBuCvm/uPe3bFyKRXE/uOnK9uaWlkDrwUFJj/0bwzjsxlZVuXPOvf+1ukhZPC0+JiIiIiEjLcNZZdR+/wC321CnXYAzMm0fEm0AbBo5YCIEMuS1qIQMl/hLG7zH+G7/quOPcHFwXbmu9l6WkBE44AVLbb0/gssvgww/hjjsUcLchCrkiIiIiIlJ8s2fD++8DUAMsAfpRv5oxvXpBdTV+XMANA3e8Cr0rIVIDJWmIJGBY58FcP/r6b/y6aBTeeQeGDEkQCGQJBCx77JHg7bfdtrbpdJqg5tNukzRcWUREREREiu/KK+s+fobrjdsh12AMHH003H03pFIMw612HIrDbS/DnK7wVRkclAxwzO//iwmVNukrt9sOLr64lrfeckOXx4yJscsuYQBSqZRC7jZKIVdERERERIpv0iTATatdAvTHBVkATjoJzj8f7rsPUqm6IcwWF4Z3XQm7rg2wy8EHY9q3b9LXvfmmy83JZKxuC6G77qqlc2d44QUXcqPRaHP9OikgDVcWEREREZGCymZdXt19d+jXD37xC0h7i0WtwYXXXrmLfT7405+gf394+mno1MmNJw4EMMYQDIfdNj1DhpC+5pomfX9Njdvhp7IS4vG6JZZJJmMsWwYHHwzV1erJ3VapJ1dERERERArqnHPgkUcgFnPHn989kXRmCQFgNS6k1PXH/vjHUFHhPh9+uNuDdsYMN764Rw+Cjz5KMhqFzp1JhUIbf1WjXtxgh6Fa3E64BqhlZ+ZwVeXVxE9+neCgHeDGG2G//bb2J0sBKeSKiIiIiEjBfPUVPPQQdUOEwXJu5lbCJAAXcjvjIieBAFxwwYYPCARg6NC6w9Duu1Pz9deAWyyqKWpqXG+yd4TbqChAf6YwhQsIZ2t4eZ0l+O5yOPRQePRROOaY/+XnShFouLKIiIiIiBTMtGlQ3+E6C/gXFawEIIWLnHXbBkWjUFW1xec1HFLc1JB7yCFu612nBigDejGeO0lTTW7P3AC47ubzzgNrm/RsKT6FXBERERERKZhevaA+iy4A4O8cTC1harzWstzpbBaGDNni80INhiinUqkm13DFFVBSkgViQCnQk12Zy3Jc2AY3iBmAlSth3bomPVuKTyFXREREREQKZtiw3BRbS24X3HvZg+l0YbUXK6PgenFvucW9b0HDkNvUntzly+HllyGTaRirg8TpSJxGQq7fD6VN25ZIik8hV0RERERECmZd/GtK9r0XFyWTAAzjQ1axmmogiyEYKoO//hXOOOMbnxcMBCCdgDVTSS18FtZM3eL11sJhh8H770M6nQu5LsA+wcmsp2TDkBuJwGmnNRxjLS2cFp4SEREREZGCOfaJY1nYdSX4xkIWdiXK7dzBYpIkgXZAOB2D3/wGjj/ebSG0OQv/Rui1C2H+agDSAT9EJkDF/jDqBfBvGkynTYP583NDpjcMua/6x9KT1fxf5nGyJRC0GTjxRLj55ub8RyB5pp5cEREREREpiIVfL2TyksmkOn4Kg+8DUvys+4V0IYkFVuAGDptsFlatct2tm/PlMzD5ZwQzLuAG/ZBOZyATg1Vvw5w/Nnrb0qVu9LETw/XXuoHJAwcGGf3IeAKfTsN3800EFy50Pcrqxd2mKOSKiIiIiEhBLK9eTtDvzXTd77cw+rf0L51Zv5oy9fvjZo1xQXdzpl8GmRghb2xqJORm+aYzQKYW5t3X6G3DhkEymTtKkwu4kQiMHh2koiJFKhiEvn0Jdu36P/1OKS6FXBERERERKYjFlYupTFS6g1pgu1n8exdLtn4XIPp779lEHPbZZ/MPq/kSgKjXyVoece/p3NZA2eSm9wA9e8Lpp+fWkUoBAUIh6NwZTjwxSCqVIpVKYYzBX9/lK9sQhVwREREREcm7ifMnMu7pce4gAySAKDyyB3zRHvr5YQhuveWaIMw69XDo1m3zD2w3AIDSMBwyGLqWu+Z0FvCFoO8Jm7319tvh7rthp53S9OwZ5Nxz4aOPoGPHAOl0mlQqRSAQwBjTDL9cCk0LT4mIiIiISF5Zazn9hdPJknUN1d6JCNSGYOQZcPYUOGE2zA7DX/YNcu+f7t/yQ4fcAG9/HzK1hENuTi5AKhuCaF/Y7crN3moMjB8P222XIhKJMGKEa6+sdF3KsViMYDC42fulZVPIFRERERGRvKpKVrGkcok7iAHLcV223hDjWInhT9/xc8coPz7j454j7qFLtMuWH9rzcDjgGfjoYqicSyBcCh36kh7yMxj6U/CHv7GudDpNIFAfiXLBtra2ViF3G6aQKyIiIiIieRUJRDB4Q39rAAP0pW7y5I/3+DE7dt6RcCDMCQNPoE/7Pk17cM/D3QsIVFbCm2+S6jmsSQEXXMhtGGZzn2OxGB07dmxaDdLiKOSKiIiIiEheTZg2gaz1hirHgDDgDS/uGu3KLWNuoUO4wwcv20oAACAASURBVFZ9Ry6gpt0GuE2SSqU2CLm5Xt1MJqOe3G2YQq6IiIiIiOSFtZaLJl7ELe/f4hqyQBxyewaF/CEWXbCISDCy1d+VC6hNDbmZTAZrbd19CxfCGZfP5c0VvyPTcS6du3Xl5sBVjB9yylbXJoWlkCsiIiIiInnx+MzHuXfqvfUNce/dy7TJTJKSQEmzfFcurKZSqSZdnwvDgUCAJUtgyCGzqTzuMMjUgA9W24Wc9txZLKtZyiX7XdIsNUphaAshERERERH59jIZePFFuOoqePBBqKnZ5JLbPriNmpTX/jX1qyp7U2b7lPfBZ5onkhhjCAQC9T25mTh8dhdMPADeOAKW/HuD63NhOBgMcvPNUDXsdxCK1SckH6RNjKvfuIZ4Oo5sO9STKyIiIiIi305NDYwaBXPnQnU1lJXBRRfBO+/ALrsAkM6mmblqpru+Fljp3esHAhAOhLlu9HXNWlYguYLUzGdcmF7xJtQuhUzMnVzxJvT8HtQshOqFpAO7QPVYAoERvP022P0nQ8A2eJh7s9bwxbov2LnLzs1aq+SPQq6IiIiIiHw7114Ls2ZB3OvhrK52r+99z4XdAw7gkfRUkumkO1/V4F5vdPKJA0/k5N1Pbr6avnya4Ic/I12Scb3MG8vUwFdP1R2mVr8L86cQHD6QAQOOYOrX20OHL6APkAbK3HVZm6Z7Wffmq1PyTsOVRURERETk2/nb3yAeJwt8jNsVCHCrN/3qVzByJA8//hvS1hs6XN3gXi/kPv/Z82SyjYTR/0W6Fj74CQGTJJ3e8JlTF8CClRtdnnEvbJLAe8fx6x+/R8mkKyAZhShQDvjAl4nwo91/SPtw++apUwpCIVdERERERL6d2loAFgNfAfManovHobaW4MrV7jgLpIB23nlvPm48HWdN7ZrmqWf1e2B8BHywqgo++aL+1MpKWNsgZK+pglemw3r3EwiYJEO/PoRnruxDx7cehOoekC7Bn43w0z1/wj1H3tM8NUrBaLiyiIiIiIg03TvvwLp1AKzzmnIbAFUDS4GdgDOmZHmvj4+arLc/bilu6yCvJzfgC9Ax3LF5avKHwWYJeunmyzWwx3aQybpXssGuQl/XQNbCivXuOOgHMnGO6HsZa956gqXLvk8ysIaencqbbeVnKSz15IqIiIiISNPdcAN4Kxjn+mG9GMsUYC5up6DjZ8MPlnQgmA26kwFcL66BaDDKBSMvIOgPNk9NvhJI1xBokG6yWUikAHwbhNwqbxpxZS34DAT83i+onIsx0Kunj/5dKxRwt2EKuSIiIiIi0nQLFwKQpH6q7cY708YAE4nwwODLePmklzmw34F0KO1AwBegvKScS/a7hKsOvKp56rEW3vkBYDcIs+ksJDvuB/4wyTSk0vCfmbB4bf01FeVgDIAPuuzTPPVI0Wm4soiIiIiINN0BB8Bnn1GZrk+UKWAtkOuXrQE67bYbnHMO/Zct48J9LuSQQw4h48sQCUaabW9cACrnQNytLFWbrG9OZyARq4Rge1KJGJW1G54H6N5wPamBFzdfTVJU6skVEREREZGmGzcOqN8VqARYDryL68El9/7DH2IzGRavXUwsFaOkpITSUGnzBlwA6ve23WM7CHndeJksJFIZ6H00WQvV8fo7ureH9hHo0cFrCHeFsv7NXJcUi0KuiIiIiIg0zbJlcOyxkMlQCYRw28nmNu1JeO81wLt3XcJOV3Zi9AOjOfmfJzPmb2NYWbOysadunfJdoaQTAO2jMHQ715wmQrLr96DrKMDUrabcLgyDesN3dsUtVGWC0Pf45q9LikYhV0REREREmub22yEWA2upwu0K1NjSUQtL4bATEsxrlySVTJH2pXl90euMfng01tpG7tgKxsD+T0OgHfijbiEpX4i09ZGY+Sd4fzz4o6yPuZWUvzsQonVrSvkgXAGDLm/emqSoFHJFRERERKRpPvgAkkksUAmU4y3y41ZvqvPkAEjlkkYa8EMqm2LRukV8sPiD5q+rywg45gvY82b8u1wAxkcmWUMimQabhkwN62MQCeVu8IMJwC4XwBGzINKt+WuSolHIFRERERGRpunfH4yhCjdEuSNeT67fD6G6BMlXZZDMLXGbpm65W4Phi/Vf5Ke2UEcYcBaB8r5gs6Qzbn/coN+dtkA05KqgYl84ZjHseTOEOmzhobItylvINcY8YIxZaYyZ2ci5i4wx1hjTpUHbpcaYecaYucaYwxq0DzPGzPDO3W7MRn9NJCIiIiIi+VddDS+9BNaS24WnIxAwBgYOhI4dARd6B6+ESBy3gW6GujHN6WyaYT2G5bVMf+0iyCbJZN1qyuWR+nOuJ9fCmikQiOa1DimefPbkPgiM2bjRGNMHOAT4skHbQGAcMMi7525jjPd3LtwDnAkM8F6bPFNERERERPLs4YehshJw2wWFgSgQNAZOOQWuugq6dSMSiTB6WYSOtRDIjVkOQjQY5eidj2ZA5wF5LTPQdST4wyTSUJOATmX15+rm4hofVC/Max1SPHnbJ9da+5Yxpl8jp24FLgaeb9A2Fvi7tTYBLDTGzANGGGMWAeXW2vcBjDEPA8cAL+WrbhERERERacS777pFp4B1QG6QbwDg6qvdkOVgkOiIEUSHDuXtc3/C7977Iy8sf4EOFR04b9R5/GLkL/Jepj/cCTIJ1sXcEOX2ERjW320p1LOjd5FNQ2mfvNcixZG3kNsYY8zRwBJr7ScbjTruBTScgb7Ya0t5nzdu39zzz8T1+tK3b99mqlpERERERNh1VwiHycbjxKj/Q3kwm4WqqrrLIm+/TXzaZB4YluDdBe9SXlLOefu5gBvw5Tl+JNdh3j0ev8+ytto1lUegNNzwIgP9TnZzeKVVKtjCU8aYKHAZ8NvGTjfSZrfQ3ihr7V+stcOttcMrKir+t0JFRERERGRTp58OwSAx3B/IS73mXGzN5cigzfKbfWv54yd/ZsHKBXxZ+SVXvH0Fx/792PzX+NWzYCHgg1TGvddvFwRgYIfTYMSf81+LFE0hV1feAegPfOINQ+4NTDPGdMf10DYcL9AbWOq1926kXURERERECqlrV7j8cqrL3CTXXMjNramcG7787g6wtB0krHXjMoMQS8V4bdFrTF06Nb81pirBpt1euUC7SIPdjfqdCicmYeR94Gtsd19pLQoWcq21M6y1Xa21/ay1/XABdk9r7XLgn8A4Y0yJMaY/boGpydbaZUCVMWZvb1Xl8Ww4l1dERERERPLNWhg3Dq6+mppqNw44t55TB2AYMBTYC/ioL8SDuJWVG2wflLVZ3v/q/fzW2f0QMD78XsqpW1k5UAo7ng7+gs7WlCLJ5xZCjwPvAzsbYxYbY07b3LXW2lnAk8Bs4GXg59bajHf6bGACMA+YjxadEhEREREprHffhRdfhJoaqnG9tw37Qnvismx3oG81hNJsEnKDviA92/XMb52hDhBsT8BLOe0jgD8MPY+Aiv3y+93SYuRzdeWTvuF8v42OrwWubeS6qcDgZi1ORERERESa7uWX61ZWrqF+qDI+nxsPbAyk0xAMcso8P7/dIQ3ZtNsj1w8GQyQQ4cidjsxfjTYL//kuxFfW9+RGcb3QQ/7QYNyytHaFnJMrIiIiIiLbolWr6kJiFdAu1x6JwK23wuTJMHs2TJ5M9y9Xc82h19Mj0oOQL0RJqIRBFYN46ydvURIo2dw3bL2Vb0F8BZCtn5MbBrCw4P78fa+0OBqULiIiIiIim/e738Ejj0A2SwJI0iDkApxyCnTosMEtg7sP5vlBzzPt82kMHjyY/XYvwFDh2FfkNmIpC0PHUlzYzSahan7+v19aDIVcERERERFp3LJlcOONEI8DrhcXvJAbCsELL2wScAECgQCxWIye7XqyfcX2ham1017gLeuzS083StkVUwpdRxWmBmkRFHJFRERERKRxb70FARcZFgIzveZycHNwe/Xa9J7p0wncey+1NTUwciShffYpTK3td4FeR8OSFyATc6OrfSEo6Qb9Ty5MDdIiaE6uiIiIiIg0rmNHF2Zx25zk1M2sfeyxDa+/4w7Ye2+Czz5L6qWX4PrrCZ5xRoNu1Tzb91EYcgOU7wLRvrDTuTBmCgSihfl+aRHUkysiIiIiIo076KC6ntwQUAsMyJ2zFmpr669duRIuvhji8fqQkUgQevVVtzrz4Yfnv16fH3Y+z72kzVJProiIiIiINC4QgKefBiAB9AV2yZ2LRODYY+uvnTixLhA37EkLxWLwxBMFKFbEUcgVEREREZHNO+ww7DXXkAgECOf2xC0tdasq7713/XWRSN3H8ga3+8AF4Gy2UBVLG6fhyiIiIiIiskWJiy7ClpURnjnThdkf/AD233/Di8aMqQuyPYA5Dc+tWwf/+Q8cemihSpY2TD25IiIiIiKyeXPnEv/1r+H55wmPGAG33AIHHOB6dBuKRl3vLlC28TNiMbdSs0gBqCdXREREREQa99RT8OMfE08kIJMhPGUK/PWv8MYbUFKy6fX77Qd/+xvU1DAKqFtTORKBHj0KV7e0aerJFRERERGRTcXjcNppEItRm8kAEK6pgenT4cEHG7/nuOMgGATcvNz2ufZAAE46Kd8ViwAKuSIiIiIi0phJk+qGJMcBg9tGiFgMHn+88XtKS+H116F/f/e5tBR69YJXXoFOnQpUuLR1Gq4sIiIiIiKbikbrFpKKA2Fc0AWgbJNZt/WGDIH582HOHMhkYNCgTefviuSRQq6IiIiIiGxq2DDo0AGqq+tCLuB6Z886a8v3GgO77prnAkUap+HKIiIiIiLifPQR7LMPhEIQDrsFozp0IB6NEo5EXNvZZ8MRRxS7UpHNUk+uiIiIiIjAjBmw775uwamczz+HQID4CSdQsdtu8KMfQd++xatRpAnUkysiIiIiInDllXUBN+m9ANLpNOlXXiE8dqwCrmwTFHJFRERERASmTAEgBUwEXgFW4RadYu1awsOHw4QJRStPpKkUckVEREREBLbfHoBqIOs1fYkXcoFwbS2cdx5MnFiE4kSaTiFXRERERETgt7+FQIBa77AzsBxY7R2HwQ1nvuGGYlQn0mQKuSIiIiIiAqNHw0MPEfMOd8Xti/s5EAQiueu++qoIxYk0nVZXFhERERERyGahY0dinToRWruWjsBoYC2uV9efu+673y1SgSJNo5ArIiIiItLWJZNw6KHw4YfUVlfX9dqWAD0aXheNwmWXFb4+kW9Bw5VFRERERNq6CRPc6srV1cSAaMNzxrjXiBEwaxZst12RihRpGoVcEREREZG27uGHIeZm49bSIOSWlcE//gG1tTBpEvTrV6QCRZpOIVdEREREpK0LBgEXcDM0CLnWumBbUlKcukT+Bwq5IiIiIiJt3ZlnQmkp1d5hu1x7586w++5FKkrkf6OQKyIiIiLS1u2/P3TqVBdyy0pKoEMHeO45Nx9XZBuikCsiIiIi0pbdcQfssAN89RVVuD1xS7JZ+OlPYejQYlcn8q0p5IqIiIiItFUffgjnn+/m3gLVQBlAKgV33QUrVhSzOpH/iUKuiIiIiEhblM3CkUfWBdxFwNc0mI/r87kVlUW2MQq5IiIiIiJt0cSJsHo1AOuAGUBHYKfc+WwWunUrTm0iWyFQ7AJERERERKQIJk2CdBqAuUAJsBduTi4AvXrBiBHFqU1kK6gnV0RERESkLerbF0pLATdMuTsNAm779vDGG1pZWbZJ6skVEREREWmLtt8eYjFiQApon2svK4OlSyEaLV5tIltBPbkiIiIiIm1NbS2MHQvWUuk1lYPruf3HPxRwZZumkCsiIiIi0tb8+9+QyQCwHjB4ITcYhHfeKWJhIltPIVdEREREpK1Zu3aDkFsK+AGSSVi1qoiFiWw9hVwRERERkbbmwAPdFkG4kLvBfNzDDy9WVSLNQiFXRERERKStCQQgGiUJxPFCbkmJ2zJIIVe2cQq5IiIiIiJtSSYDI0fC2rWs95raA1gLN90Efn8RixPZek0KucaY7YwxB3ufI8aYdk245wFjzEpjzMwGbTcZY+YYY6YbY/5hjOnQ4Nylxph5xpi5xpjDGrQPM8bM8M7dbow26xIRERER+Z+ddlrdvNsNVlbOZOC++4pVlUiz+caQa4w5A3gauNdr6g0814RnPwiM2ahtIjDYWrs78BlwqfcdA4FxwCDvnruNMbm/QroHOBMY4L02fqaIiIiISOvz+edw3nlw0EFwySXNsyDUunXw2GMAZIAvgHZACFzIXbJk679DpMia0pP7c2A/vL/osdZ+DnT9ppustW8Bazdqe9Vam/YOP8AFZoCxwN+ttQlr7UJgHjDCGNMDKLfWvm+ttcDDwDFNqFlEREREZNv1xhswZAjcdRe8/jr84Q/QrRvce+833prKpPjPgv/wwtwXqExUbnhy1iwIhwFYBNQAg3PnfD743vea7zeIFEmgCdckrLXJ3ChhY0wAsM3w3T8FnvA+98KF3pzFXlvK+7xxu4iIiIhI62StG1Ici23a/vOfw6BBsP/+jd46afEkjnjsCBKZBKlMiozNcM13r+E3B/wGgOp2PSitjWOAVbhe3C65m0tLYfz4PP0okcJpSsh90xjzf0DEGHMIcA7wwtZ8qTHmMiANPJprauQyu4X2zT33TNzQZvr27bs1JYqIiIiIFMeKFbBoEeCGRU7HzdnrBW5I8XXXwYsvbnJbPB1nzN/GsC6xboP2S1+7lBXVq8i+fDPt73qc32Yy+IGvadB75PfD889DNJqnHyVSOE0Jub8BTgNmAD8DXgQm/K9faIw5FTgSGO0NQQbXQ9unwWW9gaVee+9G2htlrf0L8BeA4cOHN0dvs4iIiIhIYd15Z90etguBKmAabr5gEGD+/EZve+nzl0hlU+6gFkjilk228KdzxxBeEGMV1xMgSyWux6lz7uZhw9zeuSKtQFNCbgR4wFp7H4C3IFQEiG3xrkYYY8YAlwCjrLUN7/8n8Jgx5hagJ+4vqyZbazPGmCpjzN7AJGA8cMe3/V4RERERkW2CtW4eLm7e3nKgBEjgcmsQoLwcamrc8OIGpq+cTk2qxh183hkmnQFLx4HdFQjSh8/J4HqMEt49HXM3r1iRxx8lUlhNWXjqv7hQmxMB/vNNNxljHgfeB3Y2xiw2xpwG3Ikb+j/RGPOxMebPANbaWcCTwGzgZeDn1tqM96izcT3H84D5wEtN+WEiIiIiItucbNatgIwbqpwFtvdOxXPXzJwJ++4LiUTdbZXxSq5/+3p3EIvAi3+EJSPBLsH9kd+wlO5MI8WHuD9YB4G6wck77pjPXyVSUE3pyQ1ba6tzB9baamPMNw7Wt9ae1Ejz/Vu4/lrg2kbap9Jg0TcRERERkVbL74eddoLPPqPWa8otDJU7Jh53Q5afeIKFRx3ATe/dxCOfPEIi44XeaUdCshQYipvRuxzoTQ1reJ3B7Mk04jQYqhyNwhVXFODHiRRGU0JujTFmT2vtNABjzDAa/D8mIiIiIiLN6Lbb4PvfJxaL4QPKcauxzgCWAXsD1NQw/b+Psf+Sc6lJ1pDFzeElBXzZGbLdgO1wAyFnAyWM4h4OZBZ+YD1ueKXFYK64AkaNKvCPFMmfpgxXvgB4yhjztjHmbdy2P+fmtywRERERkTZqzBh49VVqR4wgUl6Oz+ejBLfFyCrq59Oe1HsSVcmq+oALbsnk9guB3byGvXAR+QN+wn0MJ1E3D7c9YLDwkmYDSuvyjT251topxphdgJ1x/4fMsdam8l6ZiIiIiEhbZC0kk9SOHEmkQwd49dUN/tC+Cjj7JJgd9LYKiuNWk+oCVAID34RPfJC0uP7a3Sjldbajmna4xaYWAR1yD/zoo0L8KpGC2WzINcYcZK19zRhz3EanBhhjsNY+m+faRERERETalqoqOOggmDOH2nicinQaaLDoFPDQTvDiAFz3E8Aa3DDlZd5xtzicMQLungU2AHSnlj3YkRCQphduJdny3AN79UKkNdnScOXcwPyjGnkdmee6RERERETanssugxkzyFZXE0+n61Y/zr13AG7aE7I+3PjlZUA1rnu2Ey65lgIVn9Hxh78gFHL3ZRnIw5xPDVEMGy06deWVhfhlIgWz2Z5ca+2Vxhgf8JK19skC1iQiIiIi0jY9+igkEnU9t7l9PEfiRiI/2h/W57qpqr3Gjrihyg26rwK+AL84rRtrOsKECW7R5j+YayhPpziHu/EZCyUlcM01MG5cQX6aSKFscU6utTZrjDkXt4etiIiIiIjkUyYDuOwKrlMWIOy9nhuM68HN4DbSDQIV1A9dBoK+IHv22JNL9r+YyIFwwQXw5pvQpYufMWNuwmd/D2vXQkUFBJqy2YrItqUp/1VPNMZchFtVuSbXaK1dm7eqRERERETaghUr4Nln4dNPobISSkth/XrW4XJr+9x1xpAO+vmkT9qtoFyDm6jbIOD279CfcYPHcWC/Axm9/Wh8xnXt7rCDe9Ur4f/Zu+8oq6rrgePf89r0gSkwwNCR3gWlSBEIQgRFRRQrKgYVY9fEJBqj0fgzUWNXjBVLjB0sIAoWQGkivXcYYBiGNvXV8/tj3zfzQECUKYD7s9Zbb95999537mUNM3v2OXtTt26VXJ5S1eFIgtyrnOfrY7ZZoGnFD0cppZRSSqkTWCgEkyfDunWSTX3oIQgGyzK4UXuQ5bVukGnFn3zCh/tmUTL7HtgdlkAXpHgykORNYsXvV+Bz+6ruWpQ6Rh1JC6EmVTEQpZRSSimlTmg5OdCrF+zcCSUlPwpsoywSw+5X8/iUU5jwl1EEajrHlCILdr3y8vpTrtcAVynHTwa5xph4YCzQC/memw48Z60tPeyBSimllFJKqXJXXAGbNkEkst/mHCAAFCNrcNOBEFJPCpB1sx9/TPrGHbjTZTkuUNYDKNmdQJ9GfSp79EodNw7XQihqPNAWeBJ4CmgDvFaZg1JKKaWUUuqEUlQEX34JkQilwFIksA0Bi4FlwDpgOeXtbjOjx3q9sGABv5sdxBeb/HWC3LiIYWCzgZV/DUodJ45kTW5La23HmNdfGmMWVtaAlFJKKaWUOqGEwzBkSNn05HXOIx+oDQRjdg0Bq4BkytsHcf/9UFJCu71xPPOxn+v6gdcCAUgIGyY1/6NOVVYqxpEEuT8YY7pba2cBGGO6ATMrd1hKKaWUUkqdIB57DL75BpC1f1uQelEFwF6gjvO1CymWvI6YqcpxcXDKKdCgAdxzD1cshOHLYUZDSAxCr91JuLfcUsUXpNSx7UiC3G7A5caYTc7rhsByY8xiwFprO1Ta6JRSSimllDrehMMwfjy89BJYC4sXg7VEgAWAH+iAdP7ZDrRD1uMaJINbEwl2AXC5IDNTWv689x6MHEmKtfw210oAPGkCpKRU+SUqdSw7kiB3cKWPQimllFJKqROBtTB8OHzxhazDjbEdKTLVHMneAmQ5z7FhallVZY8HOnSApk7nzsGDYccOmDVL3uvWDdzuSroQpY5fR9JCaGNVDEQppZRSSqnj3qxZBw1wATYh62xbHuw4lwuMkcrL8fGyrV07mDBh//18PuijlZSVOpwjyeQqpZRSSimljsR775UFuAuQCsqnOs95QAtkWjIga23PPhv69ZM1t243pKbCggVQuza0PGg4rJT6CRrkKqWUUkopVRFCIXjhBUCC2s3O5lWUdfvZvy3QF19IUHug3r0rdZhKneg0yFVKKaWUUqoiTJlS1iZoq7MpAVgZs0sNkAD3d787eICrlDpqhwxyjTHrkSrnZZtiXltrbbPKHJhSSimllFLHlW3bpPAU0gM3AfgNMB8pOJWI88u3xwP//nc1DVKpE5/rMO91BU6JeZwKPIIEuwsqf2hKKaWUUkodR047TQpHARHA62xu5DyXZY/cbli0qGrHptSvyCGDXGttvrU2H9gNDAW+BHoAQ6y1w6tofEoppZRSSh0fWrWC88+HxETClP+inQ40BDpH9zOmbFqzUqriHTLINcZ4jTHXAMuA3sAwa+2l1tplVTY6pZRSSimljievvAJPPUWkdWtcGRng9WKAjkBGdB+fD7p0qbYhKnWiO1zhqfVACHgMaevV0RjTMfqmtfb9Sh6bUkoppZRSxxeXC668kkjz5vKL9v33w8yZUFgo/W/dbnj7bVmXq5SqFIf77voCWTrQ0XnEsoAGuUoppZRSSh1EJBLBFR8PkybBtGkwdar0vr34YnlWSlWaQwa51torqnAcSimllFJKnTAikQgul0vW3w4YIA+lVJU43Jrc74wx/Q/x3tTKG5JSSimllFLHt7IgVylV5Q73ndcQeMoY87AxxnvAe+mVOCallFJKKaWOaxrkKlV9Dvedl4v0yq0JzDbGtIx5zx78EKWUUkoppWLk5cGdd0LHjjBoEEyZUt0jqhIa5CpVfQ5b1s1aWwxcbYw5F/jcGPMPa+1zgKmS0SmllFJKqePXzp0S3ObnQyAAixbBjBnwwANw883VPbpKpUGuUtXniL7zrLUfAD2A4caYiUBypY5KKaWUUkod/x57DHbtkgA3qrgY7rgDCgqqb1xVIBwOa5CrVDU53HfejtgX1toca+1AYDrQoFJHpZRSSimljn+ffgp+PxFgKrA2uj0Ugmuvrb5xVQHN5CpVfQ75nWetHXyI7f+y1sZX3pCUUkoppdRxb9o0WLgQgN1AMbAMCEbff/99KCqqnrFVskgkAoDb7a7mkSj163TINbnGmCcOd6C19saKH45SSimllDrubdkCZ54JTrCXF/PWVqARgMcD27bBSSdVwwArVzTI1UyuUtXjcIWnrgWWAG8j/x9psSmllFJKKfWTtj34Mln+IC4ki5uD9J/cCxRGd4pEIDu7mkZYuTTIVap6HS7IrQuMAC4EQsD/gPestburYmBKKaWUUur4smULnHYa/HnTFq4hggXmAhGgHbAcmbZMXBzceiskJFTjaCuPBrlKVa/DrcnNt9Y+Z63tB1yB9Mtdaoy5rKoGp5RSniyRoQAAIABJREFUSimljg/z5kGjRrBpE0yjPyXEUwD4kQA3C0gEigDGjoX77qvG0VYuDXKVql4/+Z1njDkZuBm4FJgEfF/Zg1JKKaWUUsePSASGDClbgst7nMlEGjLNWe2WCVgkyC32+WDcOOjTB/btq64hVyoNcpWqXof8zjPG3GuM+R64Ffga6GqtHW2tXVZlo1NKKaWUUkevoAD8/ko7/YIFsfHqbsLMZBT/4HUuZSe1CZBEGBdJQDgQoLS4GObMgeuuq7QxVScNcpWqXof7zrsbqAF0BB4E5htjFhljFhtjFlXJ6JRSSiml1C/33XfQti2kpcn6V58PkpOhb18JMitIOBz7agMAfgbzHo9zFaspoAYeIiQ5exQDBALw7rvyfLyxVu7t/ffDM8/Azp37vR12bogGuUpVj8MVnmpSZaNQSimllFIV6/vvZUpwKFS+LRiUxzffQO/eMGECDB78o0PDYcjNLY+ND2VZ3jL+9tXfmPZRJqWlTyPNOPKRCcpJzgOSnZrKic5xxUi1ZSIRCXJ9vqO92qqzd69U11q2TIJdnw/+8AeYOBH69we0T65S1e1whac2HuwB1Af+UHVDVEoppZRSP0txsQRcToBbhLTKAKl0DEhwef31EqgBhYFCHp75CPXPfB1fop9GjSKkp8MNN0hcfKBFuYvo9p9uvLv0A/Lf/TsS4BYDJUBG2X4JCTAjYSARl4t4Z1tp9M02bSSzXMn8/gOzzb/MxpWl5GW1xS5dWnbfCASgqAhGjCi7UTpdWanqdUTfecaYTsaYfxpjNgD3AyuO4JiXjDE7jDFLYralG2M+N8asdp7TYt77kzFmjTFmpTFmUMz2Ls4U6TXGmCeMMdqvVymllFLqUAIBuOceWYeL9Kn9CmnlMwX41NkGwMaNUFREUaCILs925w8j+pEz6RIigThCIRelpfDCC9Lt50B3TLmDwmAhduVgKIn+ShedtitBbp06MHs2nLnkX7jS0vDEx+MFdiS4WdQ4gZzH78dGg8VKMH8+dO0KiYmQlASjRpXdlp/t3Xfh3lb/Jc2/DQMEgIVI3hqQSHrWLECDXKWq2+EKT7UwxvzVGLMceArYDBhrbT9r7ZNHcO5XgAPnv9wJTLXWNgemOq8xxrQBRgJtnWOeMcZE53c8C4wBmjuPH8+pUUoppZT6tduzB3r2lB60Dz9clmlciGRvdyLtfCxQViPK52MPpfz2jd+yakof7LaOSEbWOkdEygLdkpLyj3r+++eZsm6KvJj6F+AT5FfFDUAKkApAdja0bw+maRNYvpzAnXfw72EZ9LokTMcrSqj/9dnUfKgmkxa9CEWbyrOjFWDzZjj9dJm1bSMR6vg3MPmtPQwZ8vPPtX07jBwJZzAZDxGKgenAJmBldKeiIti2DdAgV6nqdrjvvBXAAOAsa20vJ7A94oke1tpvgF0HbB4GvOp8/SpwTsz2t6y1fmvtemANcKoxpi6Qaq39zsqf+cbHHKOUUkoppQBWrYLataUYUox9QAFwEhK6NnCeSwBcLoJjRtPj1d5M3zQd5o9GfjWcDnwOfAesB6C0FG6/XSooz9g0g5sn3ywf4E+CnenOpy0A9hJb1uX222MGU6sWN3fdyRe1d2OdudPNvPBl7X30X3Q1kQlN4L1M2PRuhdySp5+W5OowPmANdVhIGzYG6nDbzPNY+t2RtS7y++GPf5T+v+EwbKYhG3HxNRAE0pCseNkvyA88AGiQq1R1O9x33nBgO/ClMeY/xpgBwNFOFc6y1m4DcJ5rO9uzkT//RW1xtmU7Xx+4/aCMMWOMMfOMMfPy8vKOcqhKKaWUUseJYcPK1oMGgY3OYzPyy1tToDfQHojDWRM7bBhvXtqJ1fmr5RzWAjuAPZSv3C3/9ey556RQ8/99/W9KQk5atzgIrHX2SAIaIuVbICnJcuGF5UMsDZXy0rz/EHFHIAiDAjAzHTrHQZwLXEQgsAtmjIDF9x/1LVmyBDoE5vI6l7CUPOZSQjx+hkQmUOfygT95/Lp1UKsW/POf5QWgn2UU3+MhBbmfLSnPkgOwciWsX69BrlLV7HCFpz6w1l4ItEKWctwCZBljnjXGnFHB4zhY8GwPs/2grLXPW2u7Wmu71qpVq8IGp5RSSil1zNq8WSIyJGv7FbDIeaxDMgpxSF9IN5DgdlNy2mlsffUpbp56O2Eblt+uGj0IrunIr19nICFxAdHJzZGIVFyet1Km5BIGdgSg3gww2UB/pPOkG+Mp5dZbDbGVVPa99gKRUAg8cF4iXFsKc9ZAkR8KS2F3Ucw1Lb4b/pcM79SEr8+FwvWHvQWlpXILYqdUn3oq/ME8TFjy1pQ4V+IhQvqaOdL65zBGjjxw/W6E9QR5kD/R0en5m4G0KtkW3cXvh//+V4NcparZT37nWWuLrLVvWGuHIn+aW4CzlvYXyHWmIOM873C2b0Fm0ETVB7Y62+sfZLtSSimllIL9SgdvRDK5vYCewMlAl9h9vV7Cndtyc6PVNH60IXtK98j2IqDxBMhcgUxudgFZzkFrgBlAiGAQShcOliyE33m7z1OQGQJfgTy8xfToFeAvf9l/mJl//T/SSiDZBxcng9cl4fTyHPh2FcxYCWu2xxwQLoLgXsj5ED5qAXnf/ujSrYW//Q0yMqB1a0hJjdDxqudp81Q7Hhg/kyZ2DbFx6jLn2QD8+c+HLLmcmwvz5kVfFQFfI+uOtzCPETzCXYRw4QLqIFMfy6pW33UX4blzAW0hpFR1+Vl/XrLW7rLWjrPW9v+FnzcRGOV8PQqYELN9pDEmzhjTBCkwNceZ0lxgjOnuVFW+POYYpZRSSik1frykWYE8JLuY5jxnI9lbAE46CdLSuLvuEuZHdhCMLbWyF4gLw7V3Q8vlSKicgOSAc5CVp/l43EHe7TaZdBflfYCa7YOx3eDSwdQ49y9M+aqAmV+mEhcXM8ZIBNeWHJ6YDJ3jJSDs0BDq1ITteyEUgcwUWLUdAqGyQ8rrUNkQTO0HpTuJ9cQT8NBD0jEpEIDw4LEsqnsLy1+/msDannxFP3Y796C9c3+2Ajkp8F1mCbtX/HDQW3r//bE1sFYjgW40Ld2UR7i97HU2Umn5kdbQ/AZIvtMybOIlLNmxRDO5SlWTSvvOM8b8F6lY0NIYs8UYMxr4P2CgMWY1MNB5jbV2KfA28ge2ycD11tro/7zXAS8gf0ZcC0yqrDErpZRSSh1XCgokyrOWEqAQ+NGCLWPgggugcWO2l+Qxu0GEULQHTjTN6UdiWhcw/FJI2Y7MYa5ZdhqXyeWpUdfTr/FsVjaClmHAA24PJLigaYccFo27nYE9s/gRlwuys7lwKfzrC+jfBhpkQNv60L4B9GkF7epDOAIbd4I/CJMXwaSFkBetERUJwPxb9jvt//2fTFUGIHkhdHgZijNh9vWA5RFuYQcuagCNAOuGs4ZCk5vhjAsC1Hv/NG6fcvt+bYyshZdfjr4KImFxfeRX115AAoWkkJfQCJz7Pbk93NUO1iRBURwsqRHgz1P/TMPHGjJ/2/yf+ldUSlUwT2Wd2Fp70SHeGnCI/R8AHjjI9nlAuwocmlJKKaXU8SsvDz77TKK7P/2prCpSdKZvWZCbmAhffw2dOkmQ6fORl2FxR1McuUAxkInEctL1B48vhDtcBz8GCXK3MbTTR/x+0Ouc0d6PMZDhgmdqwL4MKKkD9XwJ9O7/T1w1Gh563A88AGPH0m1OMZwNNIIEHzSOicpTE2BXISTFScALMH8D9GsDPg+w8X/gioOGw6HuIPLyDJJRzYUab8MaD+wehjT22cF2snmU0TzLfyj0wagLYU8EcEEwDogEeHbeszRLb8Z1Xa8DZAZzcXF0RDuQxccNkKy2pKcTEsDeeBM8dBMBN4wfDIEtzv30UlZBZmvhVnq91IsVv19Bw8PdG6VUhdI5FEoppZRSx4sHH4QGDeC662DsWNhZPn13IxKSpkQ3dO4MXbuCx8lpuFw03wWReOf9aCAXPYUPasTVYMk1qwj5vc7GWtxwxtP8adh4giE/fingTGlACka1rwkXpUDfJC8uX3nW96BGjYJnn5XxPwJs9XJgjdHkeDnvrkJwu6Bnc5m+nB/NONsgrHtRKjBPG0y77MXOG3lQXAtsGHJrIyF/EbCGT7maDBK4cTDsyUTmShciVagsFAeLuf9rp5pzJIynaDmtG+U4592F5IRqRm8hderA229DvX/8Hjp3JicVIl5ntzxk7mFME83SUClPzn7y8PdGKVWhNMhVSimllDrWrVsHbdpIsSS/HwoL92sZNAOZedwo9piHHir/2uWCc84hPmz423eUL9T1xezvhVAkRJ2aaTRwyoFmpxfx0Miv6dgwiAU27IRFm+DzJfJ+ZjSidvsg6whKtlx+OWzaBLss/CEAZ6+B33wLza8H3CTFQbEf8gshLUkeLgN7ig84T6gIcqfy2GU34TIhIA92d4O9TWBpV5xOwEhEm00xCbzVHkhGgtGtSEnkQtlra+FWVi18GN6vA5+046mLLyXRVyTnJQ23K0xinJ/33oOcHBg61Lmnc+aQlVSbiAuZ7h3L+duCxbIwd+FP3xulVIXRIFcppZRS6lgWCkHfvrB8edmmzUj4BRKr7UZ6Ppa1qkhJgdNO2/88//43AHfOhE57kSm1aTHv+yBiI7y68BWefFJmO3dsuBB/KIGkeKhTQ9bLboyp/ZQaDeza/Alcv2AVXHJTqN0DTnkKEuqQFCfD2lcC6UkSR6bEw14nyN3kBNkiwultvuKlMSOREL82THsObDTtG4dkimvxFiMJuJHgvh4QzWbvlac+8dBsyR0Q2AlE6Nf2K7686zR6Nv+MprV3MbLHW8z7R3fOOTvMfrWkIhGScndzxXzKFwGmA00o+4uD27jplt3t598bpdQvpkGuUkoppdSxyFp48knIyoItWwDJT+Yi/RxnObttBZKQ1hQGJDK8444fn8/lIlryePRq8EScA6O/DbqhJFTCjE0zGDoUJk+GrKaN8XokY1y3ZnnlY4D66VLTCuMDV2xK+Bco3ACl20mKqchcu4Y810gsz+Suz5MguyCmH26zrLn4PH6gFoRaQiQJ6dd7EtAQ8HE3D9BzS6IkdhOQADQdKIKEEHySXX4bdhZI3956NRdy59n/ZM59Q3h97GW0rrtYil/FikQgEuGpydBzH3I/05AMuRP0JvmSGHvK2KO7P0qpn0WDXKWUUkqp6lZQIH1rWrSAxo3hmmtgyBC48UbYVb7Acx4wJ+awpciS2rqx5zrnHJnWfKDatSU9C3QphLjGSJGkJkBj2SXOHUerzFYA9O4NL73XlqR6nbBARkr5qXo2h07RudEuD2QeZaZy5WNg2S/IrSlDJT0ZgmHppbvPCW5js8lxni343AZZjVwHOBMJbpsCHQAIJ9fkyiFzqelJLD/QCaLv90KSkYB9VyF8txq+WgbLciA5Lua6k5uB54A5yfHxcNppeHAx83V4fRZklYArAm5r6Ne4H3N/N5e6KXVRSlUdDXKVUkoppapTaSl06wb33AOrV8PGjfD88zBJuiZaJIMbAfYccOg6IAvJWQJSZGrcOHC7+RG3G/7xD0hMpPsWaW/rDSEZRye49Lq9XNPlmv2Pa30rxnhI8EGik7CtkRjN4nqgdl/IOOXo7sHuRUCYOKfeVa0U5/xIxrhFHVmnCzJFeuNOybYC7CmOcNuQV0nwHrhwVyQnw4ABcMU5bVh920Y6ZXWSN3yQnQJtS+SzwhFYsFGusUEG+EPQLLYbUvu/HXzsL74IGRmQlMQlS2D7uGTCrzUhdH0u00ZNo0VGi6O5M0qpX6DSWggppZRSSqkj8N//SmGpSORHb1ngByAHyU0CnIIsLY1OV26NJGQBGDwYMjMP/VnXXAOZmZh772XqhE1ceb6HzzL3gjG0yGjBy8NeJjs1e/9jQgXSticcom5NmTrsicbQNTtC3wm/5Kr3l3EK7JwJkQBntAdvTIxuDLSsJ5+7qxC6NYOvlsOSzXBSHSgNwtWnf0zvlmfz4Ed3s66gB42axJGRITH/yJFw9tkyWzszMZNxQ8fR55U++MN+rsqG0r1S7Gp9nlR27tlcsrets522RQDuRGgw/OBjP+kk+fd76y1YuVKqWg8fXjY1XClV9TTIVUoppZSqTp99JhWTgW+Rzj6dkPa1uUiAmwBE6y1lIJ1bQRKwydHztG8Pb7zx0583fDgMH04m8BFQFCgiEA6QlpB28P0zeyB5ZGhTP2a7Jxla3QQu70EP+1la3ghrxkEkSJzXaTLrioe4WlCyGYBTm0EoDF4PNK8j04l3FUGcB+qlQf2MaQzo/D0M33nYuYpds7uSkZDBENdWbkqGmXslS7w5H7LTyqcnlwe4CdDh71JB+lCSk+Hqq4/+PiilKoROV1ZKKaWUqk4NG4IxRIB8ZGryD0AIWW/rBk4H2iMrTL1IcWAfUCt6jsRE+OtfITX1Z398ki/p0AEuQGpLaHA+uJPKt7njIakRNLzgZ3/eQSVmwxnfQZ2BkjX2ZUDr22DYWmg0EowXYyTABWiUKcFtOCIBb1nF4xY3/WSVZ5dx8cn5r/N4LUhPlGB2ba6s+60T2+rXFQ8pLeHU56H1rRVznUqpKqGZXKWUUkqp6jRmDDz+OEUBqdzbGNiABLrFSLFeD2W1ocr0pGwprczpbXzgHhWoxyuQdTqsegbCxRJ4troF3BU4JbdGa+j/2UE++3XI6AYrn4DirWD9eNzQR+pjER9NsBovtL7liD6qk2s31hOPiZSSlgQ79sn2WtEiU3UGQf/JR3U5Sqnqo0GuUkoppVQ1Km1cn0//fgnd/vgyFul1mwwscd7fr2yRMdJaCKklDIDXK1WZu3SpvEEaFzS7Sh5VzeWGVjfLw58PE5tDcHd5cCs7QYe/ga/mIU5yAHcCTl0rWtSV1kgp8eWZYmq0rrDhK6Wqnk5XVkoppZSqJuFImAHjB3Bp8C2GnC+FppKRrj4dkKnKdWIPeO01mDhRglqfTx6DBsHnn5eXIz6RxWXA4LkyrRmXPBIaQK93oO1B2iYdStaAsrXEaUnQuxV0auy8506AemdW8MCVUlVJM7lKKaWUUtXktUWvMXvLbMI2zMIMGH8ynD1f3muEVFQuC11btoRLLpGvzzoLdu6UPq3JyT8+8YkspRn0n3J053D7oN9n8MXpYAPl240XsvpBnQFHd36lVLXSTK5SSimlVDUIhoPcOOlGwtaplVwK73eCmwZJLWNLTICbmAiPP77/CTIzf30BbkWq1QNG7IG2d0F6F8nu9ngV+kyU6dlKqeOWZnKVUkoppSrC9Onw8MOwfTsMHAgXXCDVjhs1OuhU4k++HIe/tEhSDgVAAMiCJxvC3CZe3l3Wjuz1O6F1a7jnHujZs6qv6MTnSYCOf5eHUuqEoUGuUkoppdTRCIfhnHPg44/Lt82ZAw88INOJ69WDN9+E7GyYP1+yr7feyrrEhdgBSJCbj/QEqiGHL6jvJv2JmeBNqPrrUUqp45wGuUoppZRSR+POO/cPcGOVlsK6ddC9+4/e6twY4sIQDAF+oDZgwGD4e7+/k6ABrlJK/SK64EAppZRS6pcKBuHppwFZR7sY+BIIAUXAnsMc2n0DNFkN3i3I4ttU8IbgpEASN3a7sXLHrZRSJzANcpVSSimlfqm9e2W6MpADbAAKgVzgO2A6stwWoARY7TyHgVXA3R/AucshMxVqlcKY+TC79HJ8bh9KKaV+GZ2urJRSSin1S9WsCW43IMtqvUgGYRMSzALMB3oB3yC1pdY5zwAtwvC/74HvnQ1eLzyqWVyllDoamslVSimllPqlbrlF1t0Cu4AMoC6w03m7KbAPWIIEtg2RqcxxzvuNYs/lcsHLL0s/XKWUUr+YZnKVUkoppX6JOXPgqacAqRtVhASxDYCtyDLbNkiGd5NzSEugvfNeMZAUPVdWFqxYIZlhpZRSR0WDXKWUUkqpX+KOO8q+XOs810KytAORjK1BMrt7ne3xMYeXBbgJCfD66xrgKqVUBdHpykoppZRSP9M+/z5C380EpLDUWmTqsdPmFhfS9hagjvO8XwjrcoEx0KSJ9ND9zW8qf9BKKfUroUGuUkoppdTPsLd0L3++tjmuYHlVZYNMRS6TmChBLJACZAP1o++lpkpf3WgP3XPOqaqhK6XUr4IGuUoppZRSP8PTc59m1Od5uJApyTlAJjId2QKcfz4UFcGrr0KSTEo+GagXPUEoBH36gE/bBCmlVGXQIFcppZRS6meYsGICmUUWi/TBLaa8SrL1uOG+++TFyJFw6qmQnCyvPR5Zf/vcc2XBr1JKqYqnhaeUUkopdcLaXbIbl3FRI77GT+98CBs3wtat0KYN1KgBtZJqMaUZjJgPhRbaIcWlACLJybiaN5cXXi98/jlMnAgffQTp6TB6NLRufdTXpZRS6tA0yFVKKaXUCWfFzhVcNP5GFr51HnbZufjiirlhbBwP/jWd/HxYvx6aN4fMTOeASAQWLIBJk2DhQgoyU5jQ/2QefPgc1i6oS3y8C78f7rwTzj3rXO7t+yk9llqCfsiwEAH8PkPC089IxjbK7YZzz5WHUkqpKmGstdU9hkrRtWtXO2/evOoehlJKKaWqWGGgkEb/bMOuh6fDvnpgvc47YRJTgoQDcdTz5XNmybuc1iPCBQN34X7gfvD7scBd/eDBXmCfWwR57ZCyUiKxVi7c0IriyB4yN8BZs2DsbsjJcNP9sXfJGqhFpJRSqqoYY7631nY9cLtmcpVSSil1Qvnfkv9ROG8YFGWCDQD7oMOH4A0QWjCSN8MXc57/A9l5uvNwvNoR/tkL7PS7ygJct6uIsQPvovUZL/FQ0T5yIrLvTje83B1ebgzxbi/zO7Ukq2ovVSml1EFo4SmllFKqOuXlwSWXSEEinw/69pW+qfPmwQk626oyrd+9nr9++VcC60+BUBIwB06+HDpfDQsv4qnw7QzjA7YilZAN5XnaPODvHSCUA8wYDKwDlnPf+b1Ynv0YHxbto028VFQmApQC8XKsz+NjWd6yKr1WpZRSB6eZXKWUUqq6bN8O3bvDli0Qlp6rfPONPHw+aNwYpkyBRo32Oyy/OJ+p66cS74nnjGZnEO+Jr/qxV4WcHBg3DpYuhZ494aKL4KWXpDUPwKhRcNtt8gcCYPKayZz5xplYLGSsAvZC1gxoPwlK3cSHFjGU8awFVgHpQAbQHFgJrAXyCgFfPITygF2cdfIE0uosYH4+fJUAbwJTLQQKkUA3RYYSDAdoldmq6u6NUkqpQ9IgVymllKpqe/dKe5nPPivL1gadt6KrRwkEYNUq6N8f1qwBI/nGZ+c9yy2f3oFZOYzQ8iG4El9g3F+7ccUZp1T5ZVSqRx+FO+6QglAA778vr30+8Ptl2z/+AZ9+ip0+nXE//IfrPrmu/PhOL8BXw6H1B1Dfwp4wiSlfMbNA+tkC7HIeW4ASpA1QXxd83KIUErriDdTkzbEjeLUA+oZgzTZoFQHPbghY5B8rEeIN9MxsTNvabavm3iillDosDXKVUkqpqnb++TB16n7TkecA+5B2NCEgC0gEWLcOOnSA6dNZ7N/MrZ/+Ef/LEyHnFAimgAly5dAggef8jLkq7mCfdvz54AO4/fYfT9e2tqw4FIApKYHFi3n89d9z+8b/lO9XAOzIhd5jIG2PBKNpsLvH26RMSSBMAacgmdydyKTk2kB74F9fw7SWUDzgXjqtuhSLhwaJftLjZVrzyVkwLhEezodFqZDgglGpLh4e8IfKvitKKaWOkFZXVkopparSE0/ATTcBEAB2AD5gtvMccHarB3SJPa5dO257+Az+/fxO7EdPQ3AfUlqjDgC++BD5eR6Sk6vkKirXSSfB2rUAbAI2AB2Ams7bU4EkoDsQckH6X30UEJBFtn4kNesBagE2HRL2gTsEwGVf1+O5L7eTSOSQH78uDe7qD8vjzmLGbz7H6ytl0Hp4Jglax1SWstZJsLsT4Lxc8KZU4E1QSin1Uw5VXVkLTymllFJV5cUX4dZby14uA35AAlyAXkBHJIDbiqwT9Ud3XrKEgu+/xS4eAcFk4HtgLrAZAJcrwvSYKsHHtfXrAZlKvBBJzH4HFDvbipEiUQBzGnkkwAVJhW8EwkgqPAlI3lUW4AK81ncr51waYXEtWVK735/6XS44+2ya5kd4813LD29MJCmrOT7j4ulsWJ4IpbGxsQGMB/pM0ABXKaWOITpdWSmllKoK1sKf/lRWYGo3kINMk/U5uyQ5jwRgFlIcKR/ogcRTg9+YzUvxJYQpijnxJqABpcVedu2qkiupXKEQxMdDcTF5yHX3BmYiAa83ZtciDww/rzyAZY9zQH3kJjoubX8pNeNr8unqTykIFLCgA9x2Rif+dsod9Px4oRT3qlULrrpK1kCb8r649P0Ipp1BG89WWidYNvlLqZFQl9TEWrjqDIR2d2mAq5RSxxidrqyUUkpVhYICbFoaJhxmO5KDdQF9gQNnGEeAFUiWcR1QPw7+eh58ehJENvaD11+CyGIgEwmDBwFeEhKkUHN6epVd1dEpLoY774TXXpNCW4MHS1GpTz4BJLCNIEHuBmCxc5gb2OuFm8ZCXk0ksC1Fsri1kMW2gMd4+PrKr+nZoOfRjdNayJ8L/h2Q0R3iM4/ufEoppSrEoaYrayZXKaWUqgLLijdSzxOmZhhykYxkH5ziUlFuN4TDuIA2zqY9wIgBsKEJRNxA0y8hcR0UApyElE7aAWRTUgLDh8OXX1bVVR2FwkJZe5ubW77t/ffLvgwj197Eed0QafFTDLQCbmgPeXFIgGuRW+ACapSf7oORHxx9gAuS2c089ejPo5RSqkromlyllFKqCtw05RYe6AN+l8RjmcQEuC4X9O4Nr7wCv/mNtMlxlNaBLUkQLkLWnJYCcVuQic2ZzvNS5w2YORN2766iizoa/fuXBbgRylsoRS1xttdxXruATkBbwBUPk5ojZajDSJq3BMniumX8p6AtAAAgAElEQVT/qzpdxdAWQyvzCpRSSh2jNMhVSimlKtHe0r1cNeEqvlj3BQ/3hDv6wB6XU/gXWJsG4S+nwTffwKWXyvrQr76SNaLArnRwuZHIeBuyBLf+RCANSWN2QcpTbQfA44F9+6r6Kn+mlSthwQJARj4N+BrK6h3vQy7zJMpmHgOQgWR2z74MrEGC3N1ISeq6lJVf9hgPjw1+rLKvQiml1DGqWoJcY8wtxpilxpglxpj/GmPijTHpxpjPjTGrnee0mP3/ZIxZY4xZaYwZVB1jVkoppX6uff59tH26LS8veFk2GHiyE1xwAbS8A1z3QPvbEnD17lN+kDHQo4dkdYHO2yEYnYKbgUTGLT6CuBrOi1TnTanDXLMmNGhQ6Zd2dNauLctWr0KSsCVInegwEuC6gGaxxyQlgc/Hxy1gaV0kY1uCBLlJlN8G4OkhT5MSp8WglFLq16rKg1xjTDZwI9DVWtsO+TE1ErgTmGqtbY60wLvT2b+N835bYDDwjDHGXdXjVkoppX6u5+Y9x7aibfIiQnk05wZ/EsR54riy05WY2Gq+UT16QFwcJ+2C9mGgATI7ORVICcA1vwFfAZgI4MOYAImJ8PzzMvv5WBQMB3ly9pNc9PVNRIqkQnQ+UmE6DZmiPBlYz/5Vp7nsMsjLg759Gd8RIi4gHlmXbJG0uOPuPnczpsuYqrkgpZRSx6Tq+jHoARKMMR5kSdJWYBjwqvP+q8A5ztfDgLestX5r7XpgDaDVH5RSSh3zPlr1EREbkUBsk/PYhwRoQJI3iYfPePjgB6elwYgREB/PCx+DN87ZXhepwpS+nvhb2zP8mlW0bevjt7/18+23MPQYXYaaX5xP08ebcuPkG7n5jTWAzDIuQBLUpyKX1QBoAbSOHujzSW/hhAS48kqM2/k7dz1kenJdwLk3LdJbcF+/+6roipRSSh2rqjzItdbmAA8jP+q3AXuttVOALGvtNmefbcgfcQGyiXa6F1ucbUoppVS18If8vLLgFYa9NYzRE0YzN2fuQfdLj3dWlAaIziYWTrPXwkAhoUjowMPK/ec/cMklnLwnnnNXuUiMqc6U4EmgXdPavPV0c55/YD5/6X8JHVfVhM96QK5TXjmwGza+DZveg2DhL77einD7lNvZUrCFxruhfa78ArLTeS8dydq2BzoALYlpq9S4MXTsKF8PH86ovGySAsg8sCzAmZXsMi6mXDalSq5FKaXUsa3KWwg5a22HIbUj9gDvGGMuPdwhB9l20Oa+xpgxwBiAhg0bHuVIlVJKqR/zh/z0erkXy3YsozhUTJccePWFV9jc9wrOu3mcVH5C1uN+u+VbOajYObgBUkDKWWNrjKEkVHLo9aPx8fDCC/DEE7y5K58Xt33Cf354EX/YzyXtL+GGbjfg2TIB39K/UFDkl6xm/iyY+huo91vYNhkw4PLKc6+3IXtI2emthffeg2eflZa1F18Mv/udfGxFe2fZOwDULIIZyNpbCyRQVi9qf8ZAw4YwaZJ8DeDzceb7i7nokb68GVqI32XxuDwYj4cPLvyARjUbVfzAlVJKHXeqo0/ub4D11to8AGPM+0BPINcYU9dau80YUxf5NQAkcxtbQqM+Mr35R6y1zwPPA3Tt2vWggbBSSil1NMYvHM+yHcsIlhbz6X+h9yZw2QihKS9R+uhHxH83Fxo14pUFr1AUkHWnlCA/cROBxuXnalCjAbUSa/34Qw6UmIg7MZEx9a9lzCnX7v/eD7cT5/KTH4ZACHwegAhs/aR8n7CTLZ4xAs7ZAnGSYb7uOnj1VSiV7kPMnQv//Cd8+23lFa9amgi7kCnJINOSXYDfDXE9esHJJ0PTptC9O5x6anmA6zCpqfzn3h8Yu+0HpqydQmpcKiPajiAzMbNyBqyUUuq4Ux1B7iaguzEmEfmxPwCYBxQBo4D/c54nOPtPBN40xjyKrMBpDsyp6kErpZRSAO8uf5fiUDF/+A4SNkBuuLwKcGh7HgWXjuCOP57M898/j8VKurIESVk63MZNnCeOF89+8eBFp45UJARFG/B5JMD9bBF0bAgNY+K9TTshwQe1UgEsbPkAmo1mwgQYN27/04XDsGULNGkC48dLZrciFAWKSPAkUBQsIhiE506Bj+dCQkhmHRd7wJ+eStyECZCe/pPnA+hctzOd63aumAEqpZQ6oVR5kGutnW2MeReYj3S4+wHJviYDbxtjRiOB8Ahn/6XGmLeBZc7+11trw1U9bqWUUiegnBx4+23JFg4aBK1bH3LXvaV7KQgUkBYvHe4u/x7WheWH0y6gvg/ya8DvWs3l+/kLJMAFmaocomyRqdu4Oa/1eTw44EGapTc7yCf9DOFSwE2ct/zH4sJNkFUD4rywYius3i7Z3UEdgHAQQkWEw3D55bEnWoJUxOoOuAiH4aqrYODAsna9ZXYU7eDOL+5kwsoJ+Nw+rup0FXf3vRtXJJ78fMjMBK8XcjeWYqdOIys9yINxMyjwF8gJSuDrNtCvHdw0Cxrtg/md6zL6+blHHOAqpZRSh1MdmVystfcA9xyw2Y9kdQ+2/wPAA5U9LqWUUieWiI2wdMdSvG4vLTNaStbUWpg6VaK4zTF1Dd1uifxefHG/KbIb9mxg2H+HsTRvKRRlEv7ifhj6NsUhCWLjDdzTBaaeCp4aUOwDbFBaBkWAvch8XCfIzUrO4n/n/+/oMrhRi+4GrDNFudzeYqhdA/L2yetgCEJh8LjDkNSMmTMhWFbEagfStAdgJtAUyMZa+OgjuPJKWbP7yCOQZ5dTeklPwp59RIgA8NDMf/L6k03ZPmk0waDc3kGeqfwvdB4AhQbG31yAv4aVhbh+IAPmZcLlww2vn/c6v297IW6XdgdUSilVMaolyFVKKaUq2zcbv+HCdy+kMFCItZbOgQw+ntmQGl/MOPgB4TC8/DLMmgX33Qdnn82cvAX0fLEnYRuGkBeenQsF9aHZZN5u9h49F8O0vjAtCwIRCMTFnG8b0scVpHywCwyGG0+9sWICXID144EILud0NRJgbwnsK5EgtyQgU5VLArCnGDJTgNlXUZyQg8cT/RVgC9KDpxGwClgNZBMMgt8PN90E417LJzDiDKg3P+Z+AQbCU+9l08wryjanspd3Q8NIxlmPHFshI+A8O/fJ6/YysOlADXCVUkpVqGO0XbxSSin1y+UW5nLmG2eyvXA7hYFC6m4vYtI/NpF6QIDrB1YCy4mJxZYvhxEjsIkJnPfv7hLgAiw9CwqdKsXvvsQzNU6mMBme6g7+RMqbvlogSHmAG4c0gkXa3IxsN7LiLtRKQamMZJmi3LWpBLX7SiASAX8I6jqli3c7MSfhUk476UvCZTOc9yH1jVsiZaAKAD/WwkMPwZNPWgIXDpAAN0J5z4ONwILGMPNOZGWtBbYzhLewlN/brcBlCyE+SHmQ65OAv33t9tRKOoLCW0oppdTPoEGuUkqpE84L81+gNOSUDC6Guz+DpKDEZxEgH1gIfIPkLtcAKw44x/K0CDuSnNC3BFiVBHYu8B3Ybyj+5j6uTHyTQh/S97YEiegKkSnKIM3yGlL20/bi9hdXbJub7GFgPHg9cGozSIyD1ATIL4SdzhLYGgmQFCeBr4iQwhqeGfMX4r3RwaYiQWq0YpV0sN24Eag7H2otl1nNa4HtQB4SyM++EskEg9zJuexlPnkEWOhsmQ/cMh3a7oNE558kKTGR9IR0Xj/v9Yq7F0oppZRDpysrpZQ65q3KX8UL819gR9EOhjQfwrmtz8XjOviPsIiN8MScJyQDGwG2QsoGCeEKkVWnQSQuTQW6ARuQQLcIyUkmJsGrt4LLCcrYBdTIAXcqhPcg9ZSbEG72GFgDvpg5ufuAUiAJ8JVvbprWlBfPfrFibkhU53/Bjq/AvxPCEsWmxEPuXpi9VnZJ8EGiM2UZkOJTP9zBqFOKaHXXe/xjQi9mrmpIfqFBGvj6kDW6dQEX1NwAxUY627soD+D9yZDbCblzacg053os4nQW8gIe5wzbXZB7LczpAk+uhB/chn5ZlvPPnkBSZquKvR9KKaUUmslVSil1jHtn6Tt0eq4Tj816jM+nv8r9L46i74u98Yf8B91/2pRx7NvjtFovBMKQ64PNSDl/A5wMDESatKcC7ZCALB9JVP7uVLjYB7XWIwFuEdBuBsS3cI5sDcRD9yfAZff/k3EhUk25RvmmC9teyPwx8/G6vRVzU6ISsmDoCmh/L9Ef6Y0yIT0pZhefPIr9gDtJjgnL3OXstJVc3e9FRp/+DqZsLnJ7YDeStgW2dYTciPxVoCmydBdgyYVAF+TmfOMc244tnMtKWmKBZgayrofcZHB5oaMLxta2jEoqIWnWpVKlSimllKpgGuQqpZQ6ZpWGSrlqwlWk55fwzbggax+HmU+V8O5ts/h83B8hFIIPP4TbboOxY2HcOH74160EXUjqdjfghU/aw/dGkpAdgGwkYxvlAroCg5z3F9eBNTnwlwxI3gnGAukB+F13aDIViWLDEL9HTpCIxHhZSD/cFMqqKddPqc9b579FjfiYqLcieRKhzR2Q1kmGEgc9mpe/He+VINfva0jk1BehJAeA0gCs2Cbv33DGy7jdIeSm1UMqZW2TE+xJgHU9IMPITYt3rm3rcGffNCRlXg9ZgBzPOJ6lJm5q9oSMxlAUgKJSKPJDcrQ4V+kO2HfgJHGllFLq6GmQq5RS6pj10g8vUeQv5MtXIDsHloQhMQh1C2DQDY9LX9sRI+DRR6XPzbXX0mRbKYkhpH5SKZABH/eBj1pIcjULCeUigK1fH1q02O8z6wLFqdCiAVzeAT5rDU93ggsyoGnmJmqPHsqgV85l8dbVDGzZSw7yAi2Q+k0NkXjPSE/cP/b6Y5XcK/p8AHFSxMnloqytkMslQS7BAkp+eBCcQlrrdkig260Z1M/YzutjL405WRbyJ4FSef7uNlhxjUzNBvkrQUJDJLLvDrRCsttiA31ZymjoBWkpsm3mKknc1nEKYWEj7F96WSmllKoYGuQqpZQ6JoXDlr9MuY9em6B2oRQx2oas/ATwWGDNGsnmxjh7JaT4wexGlpemAgnwyjAYdhv0vhI6XAv//f4VzObNsGwZvPoqNGgAyA/Gs3bBeCDihZ5N4br68L96sKyJm9yrpzB51Ee0q9uKRwc9SoovBbf5cQscFy56N+rNmC5jKusW7S+pIfT5ENwJAPRvAwPayluJPiC4m5K8hYAEmzm7pc1QaqLsc+Fpn5BVOxp0ZjnP2yirvjzpGcyaM4lzOQec8jR4i5C52s2RFG8El0taDscRxASk8JXbBYEQdGkC6U6GG18qpJYHxkoppVRF0SBXKaXUMSc/H5p3X8We4gLqFcDOCBQjtZzWIEnaaCebIDAXWIa0rHGHYeYL0HYzuGL71ibCnhSY1dhF/MldueTkUbLd7YbLL4f16+G88yA+nqcmwXsb4c/bYHMQghZWhbyU9HgDsvqVnbJd7XYsvHYhY7qMoXNWZ06tdyp9GvXhkvaXMOWyKUy7fBo+d0z1qcqW2UMCR5cPr0emLoOTycVZlwts3AmlQaifHnPsoNk0Oyn6a0EKMmV5DTLnuwZguDLhQ54d+hS9GvSi57lLaNNnBR5fkLhEP0nJEVq2dDFtGvz+95DdPJHIVwZXADo0kOrPddNiPq/3h1BR/YKVUkqpGMaeoEUfunbtaufNm1fdw1BKqV+XSETmxx6liy6Ctz5bB9e1o0lhCeOfhBILvYGvkNxhW2Rq8WKkOrJBJr82QWojfQU098LcVnDrUA8lyXGEIiH6NurLm8PfJCMx48cfbC3MmQPffEMwoyYTO8azomgTbWq1YWiLoRVfOKoyBHbD7Gsg50OIBAH5Z/l0AWSnw0lZ8NVyqJUigafLBcTVhuG5TJwIw4ZFT7QT+M75uh3QhIwM2Llz/49buxbmzoX69eG002Li1nnzoG8fOK8EBjjbov9I/T6FRr+ttFuglFLq18EY8721tuuPtmuQq5RS6qhYK+th772X1aEdPN87gR/qjmD9jH+xY0MtEhMNo0fDn/8MyclHdjqPRwIzrm0FgZXc/xGclyerPnchgW0Rsgx2ORLYtkGyueuRyba5QH8k+xsedRlrH7mLtPg0aiXVqoSbcAyKBGH6CMiZAMDSLbIOt1YK5BVAvzaQHO/s2+EBaPdnQGZtb4m2vmU1kh/vA6RiDITDPyMB+/DDcPfdUMcFrcPSiuieD6HfoAq7TKWUUr9eGuQqpZSqeEVFMHo0vPMOH58U4YLzoWTuTfD5I8iKGImGXC7o2FEyfu6Y5auFgUImrpzIPv8+BjYdSJOazRg4EKZNc3ZImwSnjyQu4mfrR37SI7K5BPgSCAMZSOkjF1JM6jskEE4BTo9+UP/+MHVqJd6IY9T2aTBtIHJn4LNFsjbWAGd2crK4aV1h0CxwyT/M55/DoEGx3X0s0X/HNm1g6dKfO4bt8NlnkJQEZ54JiYlHf11KKaUUhw5yPQfbWSml1K/c2rUybbdBgwPmoMbYuRO6dIFNmwi5YNQ5/8/efcdnVd7/H3+de2cTQth7LxEwIgoiiqIizta6Z61oxVqtbbW22n6tFfVXa2tbraOKW+sCxY0iiqggQ2VPWYGEnZ17nN8fn3MnYe8Ewvv5eNyP3Pc51znnuk9IyOf+XNfngrLiRjD+PpIL9GSwgWGM4+TEJ3SZsYCCgTk0u+wUGD6cie5SznjhDADiiTguLgPXPM8nn5xXfY0NYRgzhoouBZza9Usmzf4HQeKkAAOASizITQ6Q9gHHYLNIq6ab+nwWtR2Omp4E7a+AxU8BkJkCa4tsjq7P50CXW6DvA1t8f085Be6+2xKwFujavpQUeOihvelDU7jiin1/LyIiIrtJmVwREakWj1tA8uqrEPTmn7ZsaanVZs2q2yUSMHw4vPsuANOawcAfQdnUwfDV78BN5ww+5mr+SBNiHEf1dEyAvx/r8KuhLomasXNFOvx9MZTmei2nAyuBPkBLADqElzM/3hFfrHLbvofDUFGx7fYmTWDuXGjQYNt9h4uZd8Ksu7cYsty/Swqc9AE0HrjdQyZPhjvvtOLT3brB//0fHHdcLfdbRERkJ3aUyVV1ZRERqfazn8Hzz1uwWFxsj3nzLL0Xt/VViUYtM+oFuFFgYQlE1wD+CnBiNGMuV/IngsRYj1VGBtgYgfY3wc01A9xSYE0E/vMNlDbyNq7FAtxO2KKsNk93zDet8H0+Edq2rc4+BoNwyy1QWAjXXGOvHccO+PGPbXzt4RzgApTngxMgw5uDmx4BEmXw5VU1xyVv4dhjbejyypXw0UcKcEVE5NCh4coiImImT4annwZsBudiLH8acV0LFDt3tiHML7wAn3xSddhqILIZcspgzRHT4euBXJ24j+OJkwV8iC1Eswm450RY6kBHP6xxoSgBLAffgsEkNrShemGgFUAQKy3l4Dhw//3QowfAMbbcz+rVEIlsGcA+/jj86182V7hBAy1Rk7TyLXBjZNoSuqQll1YqXQ7lBZDSZIeHioiIHGqUyRUREXPffVVZvdlY1eK5NfcvXgynnQY33QTxOC4wDZgBhIFXPoNATjlcdDbZziYakyCC5WGXAYU+GJ8BrIG/+aByOTDf/iPqXNgP3BgWXk/AgtymJP+b+tGP4Je/3Kq/TZtuP0MbCkF2tgLcmgJpAGSlQrfmtpSQcSGQUmfdEhERORAU5IqIiM2xnTABsMrFS7A86nLgK2xIMmBrn3qB8ApsQDFAa2DQJljxN8gLf8K7Fz5O1Isx+2CrrPb2g5sO7YNQug5uDEHIgVNSoUXGWmAzkA8UYYsCdQUsZh01SjHrPul0A/hTcRzo2BRCAcAJQpMhEMys696JiIjsVwpyReSQV1ZmxXE2bqzrnhzC3nzThvhSHbgmqzgUeI+ayrBMbwOsynFnb3uTUpiy5ixe+ddi4icMqFp8ph3QIQo9wpCaa2WlLmkB3xwLf2wNZ/Z+h5B/PTZIOgPoAUQAlz59oEOHA/KuDx9dboKW54AvAoEMy+xmdYdjn6nrnomIiOx3CnJF5JDluvCXv0BuLvTvb6NXr7wSKrdTeFd24ZlnIBYDLMjNBhoBw7HiDeu9Zqux+bXTsDVqe2NL9fjBFsAdPhzGjKFhdnNSxk/EGTHCW4zV/HeMzclNS4VOTaFnQ+jfEbq2WMqd591CwFeADVMGhwR9emxi7NgD//brPZ8fBjwPZ3wP/Z+Ekz6G06dDpNGujxURETnEqPCUiByynn0W7rkHSkurtz3zjC3f+vbbddevQ5Lf1rWNY4OGk5lZBwt41wBp2FzdZC3eXljOtcrll1vRpySfDx59FO69F8aPh9tuI2/RIuY8Bu8Oh2AX+6DCcSA9DL1af8DLN34Mbh6V8TYc3X0JHa77XB/H7k8ZHewhIiJSj2mdXBE5ZHXrZsufmtVALl5OkVdftWJFsgOFhfaJwLJlcPzxttzOpZeyuaSET4G+JBfugXnAfO95NlCJBcNDqBF/JhdT3ZnFi6FfP/tUoqwMzgjA+TEIwtxVsGC1NTu1lzdn9MQPoNkp++89i4iISL2yo3VylckVkdqzahVMmwatWsGRR1qxo0mTYP16GDAAGu3Z0Mk1a5LPNgFTsBmixwPw618ryN2hL7+sXve2rAz++19o3x5OPpmSceMgkSA9FILycgBaYUvZtsPucClWA7kqwL3zzl0HuGDXmD/frjd9OvTtAKG/gBunbaPqIDcUAAjAxm8V5IqIiMgeU5ArIgee68LIkfDkkxAOQ0WFBbTRKEuDJbzYNUrxv2LkHflr3lhzLx984JCVZSvVXHed1UN6/XULao8/3ubfOg4ceyy88w5YkAuwEVgH5LBkSfVQWKnBdeGii6C4uHpbcbGtgzt7NsXxODgO6bEYtGsHS5aQilVITkqteb7sbLjllt2/fsOGcOut1a8nzoIVrxMJwRGtwJf8fvl8VK+ZKyIiIrL7FOSKyP7zzju21svy5XDCCZbha9/egtunn7bgtqLC2q5cyQs94ZqzIeZAtLwR/PtXUBYDN8iaNZaN/eQT+PDD6qRjKAQnnQRvvAGZVSufbKI6ICoAcvD7YdOm7S+jelhbsgQKrFbyJqyIVB/AF48DUAxEXBd/ImGZ90aNYPPmLat5+Xw2vLlnTxvynJW19/3pcz+sGgeJCtrm1tju+KDVuXt/XhERETlsKcgVkf3jP/+xjF6yCtTy5bYszbRp8NBDUFqKi62/2hyoCFuAW+ZikdW0G6AiHdwgNuPTR2mpw6uvbnmZsjIYNw6GDYPJk5NbN2OzRR2gELChs3/4Azz88IF924ecYNCGiQOzsLx3K6Cxt7sISK/Z9v77IRKx4DgvD04+GYqK7FOHhg33vT8ZHeDIv8C3d4Br/cLxwZGjIL3dvp9fREREDjsKckVk31VWwm9+UxXguoATj1sq9aabYN48wJahSQZWn7cAfxkWVRUDC5pDPAWIAR8Dbamu8Qs2FHk5tn6qj48+Sm53sSC3FRAG5gKVxOMhXnxRQe42WrWCTp3gu++q/gNYiwW5a7Dsbvdk21jMUucXXbTlOfYlc7s93W6BVufA8tcBB1qdpwBXRERE9pqCXBHZd9OmQTQK2Bqr04BTgAhssZbPKu/rO02hOAbxZUDQ25g6E/gCC4EB8rEg18UytAuwCsoBkplasxkLjBsAIW9bCRDSfNwd+ctfcM88kzLv5SogB7vDaViBKcCC3GHDaqdP6e2h2627biciIiKyC1p9UET2XiIBI0ZYNagyC5kWe7sWb90UC1szgb+dAAu7QDQZhDYEuo4Bxyuviw/YDG3ehvAGb1syJFuEpX6TCryvuVgmF6CCcBguvngf3189tLliMyMn/4HSgH0UEMaWBJqK5cqbU+M/hptussJSIiIiIocQBbkisndcF4YOhcces4wflnP1ZuTyg/cabBjsVKAC8OVAvD28OQBSkgdlAs1WQmoZMBjoDy0mw6nnwLmXYnN0i7AhyX5gMrZk0PfY8OQsLFyzIDc1tYLOneHuuw/g+z9EjXhrBM8GZlGG3dXOQD/sQwgXy+gCNqx51Ki66aSIiIjIPlCQKyJ756WX4OOPAQuQlmFzOyuxQClGdcD7NRboZgGtYxDzfvMUdcImg4axFGKDlkAG0BAG/xeK4tD8XWj9OhaSNQF6YqWRNnpXxTsYAoEQp5wCDz1UwfTpNasvC0B5rJzX577OZl+U64ba9ygVS6QHsEHh2WDVk6+80iooi4iIiBxi9BeMiOydBx+0bC4wHZvX6WC/VNphM2tLqP4lkwUcBaRtgh6FMKMpxENYhAWWoO3/KLw+EPyV0L7ARiZvAPKugmXPYiFYBMvoJsW8g8Hv93HNNSG6davA7z9Qb/zQVR4rx/W+Z691hZQlcNIc+7SzBTW+X4kErF9fdx0VERER2QfK5IrI3vGCoCIswG2KJWSPonrIazFWFgqsYm+a9/z1SS1pm9OB9FA66cF0fI6PgC9ApPcYmh/9tUW/0XSrI1UOhEtg+ItYGO1SPRAakjnIUAhGjoTGjcOUl5cfuPd9CGsQaUD77Pb2Ig6TWkPC+xSiF3BssmF6OgwaVAc9FBEREdl3yuSKyJ6Lx0mWLk7m+2oGsWBFk1dSXe84I7mjUydaj3mXBe3b8/myz8kvzqd/y/60zmpt+38PLzwfZeysNrwW+p5YhXeSvP9Bxy9xpo2g/ZqbKcxPJRnLtmwJd9wBV11WxpdvfUrlygJoUw65A9nTEsuVlTZa95AfqRuP21zpcHiLzU+c9QSnPXca5ZSzpGGcTzs6DF3kkhr1GkQi0L49nHtu7fdZREREZD841P+ME5G68MILkJ8PWJAbZssAFywu3VjjdRgscvzjH6FDBxzg+DbHb/f0Fx9xDxf4F5L2LYwugrgXp7VpuoEXnj2R41qnbnvQpjkwdhDhBcVsLCoH51FIaQonfwYZ7Xf5lmbNgmuuga+/Br8fztpiyGEAACAASURBVDkHHn0UGjbc5aEHl+JiuPFGePFFi9hbtoTLLrM0d7NmDGw9kOkjpvPH//2RWf5ZzLh6OCfNTIXRL0FFBVxyCdxyCwSDu76WiIiIyEHISc7Pqm/y8vLcqVOn1nU3ROqnwYPh008BGI/Nt81L7vP7IR7nS6AQG2DcGKvgi88Hf/4z3H77zs//Wi5UrGXVBpi8CJo0g37NIRSIwE9Kt5+dHdcLNn3HrBXww1oY1rvGvl73QM/f7fByhYXQqRNs3lw1zZhQCLp3tyWAD6n1docMgUmTLGDd2tCh8MYbkJrKzJkzKSgo4JRTTqn9PoqIiIjsB47jfOO6bt7W2zUnV0R2TyIBzz8P7dpVBbjlWAXlqmRnaqpFh0BvYCBwOjUC4NRU6NNn19eK2jq4DdMgOwV650DIAeIV4Ma2bV+6AjbPByAcgHgCyitr7P/uj1D4xQ4v99//WtLTAtwyIEplJSxcCF/s+LCDz5w51uGKCqJYIaktfPCBLQ00ZQrRaJTAIT8mW0RERGRbCnJFZPdcey1ccQUsXVq1KTkfd4sgt0MH8PmIYLWQ/Xi/aEIhS5cOHbrrazU+HnCIhOCkHpAe8bZn9wHfdobRunFLGQO5meBz4LN5sLgguT8KC/+zw8t99x2UlSVffQXMqdq3YMGuu3vQeOklkhOVvwc+xQpUz8NqUANWMOz444mNGUNQQ5JFRESkHlKQKyK7Nn8+PPecFTPyrMYCKD9QtRztiy/CRx/ZcOZQyIYu+3w2sfWmm2DiRHu9K0c9BMEM8Hllq5wABNLh6Ee23z61NUSaAZCVCsd1hlAA5qysHn7Myndgxu1Qsnybw/v1s/jclHkPS1736rXr7h4UCgvhnnsAC2jzsZWFZwPzgZk121ZUEP3rXwnW+H6KiIiI1BcKckVk115+uWqO5yxgHDAFKyyVjveLJBy2Mb9NmsD48bByJSxaZBV+162D+++3pWl2R1Z3GPY9dL4Rco+HTtfB6TOgUb/tt3ccOP41kunc7DRo2wgSLpQnqwZXroXZo+CtDrDs9S0Ov+IKyMgAn8/FQsRKIhE45hjo23f3b1OdGjq06kOIFViA2wD7/rTGlnn6BKt4DRAtLyc4Y0YddFRERETkwFKQKyI7F49bgIqFfz8ACaAHFjx1TrYLBCygTWrUCNq02fuqTWmtoO//g1MmQt7DkNFh5+1z+sKpU8CXYod7Q5xLtq6/lIjC5MsgVlq1KSsLpkyBc8+NEg5DZmaUkSNh3Li963qtGzsWvIC1ApiLDSEfCJyAfZ/A1i1e5D2Pui6BJ5+s5Y6KiIiIHHiqOiIiO1ZRYanMYisElRwCO4Aa83CTXBdOOql2+7e1nKPgJ0Uw/5+kTbkdKKOkHNYXQ8Fm6NgEmjYA3AQUfArNT686tFUrGD06yscfQzBYyWmn1dm72HM331z1dBb2PToSy2s72NzoLOxDik1Akfc8OHcurFlj2XcRERGRekJBrojs2DXXwOzZgGVvFwAZbBXg+nw2VPmpp3Z/OPKB5PhgyXNEfGX4HNhQAivWgwvkb/SCXLB5vkluAjbMpHL9OkjEiUbBdV2cg3jtoHlr5/HewvfIige4YukSHKwQ2EqgCzZMuaZBWJb3Q2AZ9v0MRqPw+efwox/VZtdFREREDqg6CXIdx2kAPAH0xP72vBorAPoy0BZYCvzEdd0NXvvbgZ9iCYpfuK77fu33WuQwU1Rkc3GxrN8MbEma/jXbDB0KJ54IF18MrVtve466UDgJNs/CcSAtDMu9EtA+p8b8XF8IGg+y5+unwadnQ3Qj0U0uLPJB918TjZ5KyFsOqa6tWGGfIczJX4rb40UWh8Yyc810AI7KhysSVl1rFVYIbIuB3e3bww8/QDxOGMjFfsGC9x/AJZdYBj47u1bei4iIiMiBVldzcv8OvOe6bldsVN0c4DZgvOu6nYDx3mscx+kOXIhNATwN+LfjOP466bXI4eTjjyFqUeFibKhyNyxIAmwi69ixcNttB0+AC7Bpls27BTJsei4pIWicCRVRAB8MfMkyvlNuhPeOgrIVECsmWlECsSL4/s9Ubvyhzt5CTePH28pLd732HC/mdOWlNX/g65VfUhGvoDJawVMvVU86Xo19f6p+Qd51F0yfDr/6VVWbllgWFyAINiT9+utr462IiIiI1IpaD3Idx8nERs49CeC6bqXruhuBs4HRXrPRwDne87OBl1zXrXBddwmwENhBiVUR2W/uuguwoRbLseCpY3Kf49hyQeFw3fRtZzI7g/c52BGtoFcr6NsWIkEvk+v4YeJ58FY3WPDPqsM2lsDqTd4LN0HlwudrvetbW7MGTjsNyrNm4J5zOQQqwG9rAoej8Oa/IGu9zbvdiC18tMXs2jvugMxMuO8+aNoUgKY1dlcN5XnzzVp4NyIiIiK1oy4yue2BQuApx3GmO47zhOM4aUAT13XzAbyvjb32LbC/sZNWeNtE5EApK4PvvwcseCrFMoBVfvc7OP307Rx4EGg8GNLaA7ZWbptcaJgOkRBE45CIRyFRDiVWZziRgIJN8Nk8WLEOvlnSh8c+uopRj3RhyZI6fB/YVNlYzIVLT4Ni1ybcbgAK4PqvgHVWSRns078g0Cx5cFqaVbxOGjECsCzviVgwnJyejNbLFRERkXqkLoLcANAXeMR13T7YNL/bdtJ+e5Vf3O02dJxrHceZ6jjO1MLCwn3vqcjhKhisCpCKvU1VxaYaNoQ//7kuerV7HAeGfg5NTt5ic9iL9/I3QjxRvX3BavhqEcQTPv7vjbu4b+xtvD3jTB566Vh69IDXt1xSt9YUrq/ky6/i0Gwa+DfaWORioADYAMd+Y78cNwMfYcPJ2+ENQQabJ12zcNbvfgeN7bPDdGw4TBjA74dhw2rlPYmIiIjUhroIclcAK1zX/cp7/SoW9K5xHKcZgPe1oEb7VjWOb4nVV9mG67qPua6b57puXm5u7vaaiMjuCATg/PMhHKbc2xQBSEmBG2+sw47tpnBDGPIhXBCFoV9CIIOIF/1NWwrzavwG2VRmRamWrzuLWSu6Ux6zibzRWJyyMrjiCkts740F04uZePL/sa5RF8o7doe//nW3sqZrS9dy9L8HEScKKethY8Am0mZj34gUWFXjo74ybL50p+QGnw8eeGDLk4ZCMHWqrV+cHGaelga5ufDPfyIiIiJSX9R6kOu67mpgueM4XbxNQ4DZwFjgCm/bFcAY7/lY4ELHccKO47TD/o77uha7LHJ4+ve/oX9/yiMRgqmp+CIRy/jdcUdd92z3+QMQL4VYSVWQC1BSXauJojJbVujtaVdS4QW4rXOWcUH/0ZyT9waRUAWTJu35pR8cVUn5UQM4Zvw95KybT2TRHNxbb7VM+IIF1qi0FG64wYJNvx+OOgq++47ffPgblsenQsYKWHmMVcwKY5M42gC58GF7qPTBUcBgbL60D2+Yyw03WGGwrbVqBUuX2vf2ppvgH/+AhQttu4iIiEg9UVfr5N4IPO84Tggr3HoV9vfZK47j/BRbxvF8ANd1ZzmO8woWCMeAG1zX1QQykQNg/Hj4+c8t7klPz+Daaydw3jUvEVm6EC66CDp02OU5Djpz/gokCNcIcmPecOV4AkoroVUOpIZt4y3DHmToEV8S9ENe+zAVsQg/OBOA7rt9yUWLYPqdb3Ctu5AwlbjY0GIHcDdvxunSBd5/39LE+fnVB06bBr168dqfUkgQh7OugOfuhcmXwAkvgFthJ0mB9/Pg7HXQcDmEEzXmcFx4oWWMdyQtDa6+erffi4iIiMihpk6CXNd1ZwB529k1ZAft7wHuOaCdEjnM/f73cE+Nn7LNm+Hhh2FK/xaMGtX20AxwAcosiAwF7FEZg2JvDHbya0YErjnxCTJSjmfk0KlURCtZuBpSgpWkh4tpVHIOuPO2nOO6E2++CQPin5JOKYuxRcDTgT7eV1zX1hj2xIFKwFvxiGhFGYSAhl/AsPNhwTCYeTOkPQtZK8GBeHMYcSX8dwUc/wOkZGbz0/s+ok3Hvvt2v0REREQOcXWVyRWRg8jUqbbKTLUyMijnqopnSJs4lorHetlirTk5ddXFvdd8GGyahZOo4NResHA1zFkFs1ZAwJuwkZECw3q/Q4+Ws2ibW8r6YitIVVgEzbNdKFsJm+dBVtfduqTjwAqnFXEcluESxipUT8QKPjWq0TYKfIHVlOoNzOoAFcmFbkuB9AI47WnIwpYO8ocJ+AKUREvAgZltI3Qedj6jzx2Ns5tBuIiIiEh9VheFp0TkIHP33RCL2fNmTODXDGUSOfyVmznO/ZhGzz1iQe7cuTs/0cGo6y8hXB2cp0fs6+ICmL8aslIgLWyBadvcHwDITrNiVBtLvIMcHyQqd3yNRBxWvg2z74cVYzjvnBgvBK8kRoBSbLmeE7DKx0trHBYDvsQC3DRgFvCHEyFRM8jNwNb6cSASiHD7wNt56ccvcVHPi7j8yMsZd8k4njnvGQW4IiIiIh5lckUOcwUFMG6cPW/BPB5gOKmUsAbojM31TItWwMZKuO46mDCh7jq7N8I5cPpMeLMFJCppkGrDlts2svfWoXGNUcjZfbysbyXpEShKlpYOpEGDnts/f8U6+GCAZXvj5VS6Gcyc9SM6HPdPzvnkVa5zzyYFK4rcGCsNn8A+YVyMrUPcDygHJoVgSjLNW4ZFwanVlxrWcRh3DLqDgC/A8M7D9989EhEREalHFOSKHOZGj7YVZ+JxuJq7iFBGZ2AhsNZrEwabR/rZZ9bQ79/h+Q5KkUbQZAjkv0skBKf22k6btDZw0nj45FTYNJuMSAkbShxwAtDvUcvmbs83N0PJYr6a35sLH36JpWvb1dh5PF/zJDO5FojTBKuqV4hld1cBOd7zzcDTA8AtxyLiTViRqQw7U3ownRd//CIBn35ti4iIiOyMhiuL1AcbNsCDD1q13ocego0bd3lIcTFcfjn89rcQjdq29kyiBQnaeG1mYXFWdvKgQMAi4kNRnwcgkMG2v/YcyB0Iw+dBOBsGvwuhBqSnBCitdIm7Pph8Bayfvv3zLn+ND2YM5ri7PmHp2k1ABdW1lEtZTy4baAnYXNwUYCrwOVAENMcyyn++EOa3wTK4cW9nBuB9nnDtUdcS8of22+0QERERqa+UEhA51C1aBMccY2uulpXBq69ameSvvoL27bdoOqtgFl+v/JrWWa0Zdd1JfDzewa1aeybKMhoxgBWkAi2BFUALLLEIwNln73aF4YNOgx4wbAbMvg8KJ0OkMTQ9GVqdC5ldqtvNHgUVa8kI2yTl4tIKslIrYPKlcMasbU7rui4jnnyEBJuwO7YJaIcNRF4BwAecTU/+QQAYBCzw9qYDzYBP2kHrYyF3MfxQiMXHCao+XQj6AozsN/IA3BQRERGR+kdBrsghLjHiepz163GS0WppKZSXw8iR8M47AMQSMS743wW8u/BdErPPpuK9u2F98gxRrPRRjFf5ESOYAUBPLIm4xcJBW5ZgPvSkt4d+/9l5m2UvQaKiqkBVcTlkpQJFi6BsNaQ03aJ5ccMLWL6uNTYQGSwF+y22BpCtvTuK33M1T9OAzYSAHltd8uUecH4K3NYBLimEik1AJhCxX9J9ctrTLrsdIiIiIrJrCnJF9lVRETzzDLzxhg3n7dkT1q6FdevgzDPhsssgJaW6/caNMGuWte3Va8t9e2j03zdy+fgPvYGxMB3oC6QkEvDee1XtHv7qYd5b9B5l08+CsU9ANK3GWeYAVlX4O47kC07jHN4jCFRNXXUcOPpoaHcYBFpOEPAqLlOj+JQbx7ZsKeXYUQQDMeLREmwodE+gITbWuABwWUsuXZxFfNvwBJqum73NOUKOn6/K4/wqG37RCf6+0UZOxx3oHIIxP3ruQLxTERERkXrpEJ1cJ3IQqKyE99+3IcEjR8L48fb6r3+1ak5vvw0332xDiUtKIJGA66+3tWYHDoT+/SE1FYYNswmye+i996Ds1j9UvV6IJWeT+URcF5o2hWXLeGTqI5RGS+GD+yC6HAuJo1imcdUW572UV5lKHpXBVCswlZEBubnw/PN7dZsOOR1+Cv4UfD4LdIvKvO1uAsafBJUb7HXRQph4HoFxbbl68JP4nY3YYrZtqKoWRWOsrBQURxqx+YtZ9gHHlVdCjx5w5JHwpz9x+ah3ebI4TJkL93aCgqNgTAuY2BK+PvY8mjY5ujbvgIiIiMghzXGrJ+TVK3l5ee7UqVPruhtSH0Wj8MtfwmOPVS8uuzOBAFxzDYwZA/n522/TsCHMmweNGm1/vyeRgP/9D556yqbczt+YSy5rWQnMxOoVpQEn1exuZhoZv45RURmHu1cAX9fY2xELj/thn3m5QGPCwQSjLx/PBe2nQNu2cN55EIlwWIhXwIQzYM3HTFnkUlwOJybHFzshaH8FHHEXjOsJ0U2AS0U0xGmjbmbivPNIuEdh99LB54Nw2A597DG49NIdX/bPE//MS5Pv5r6cGIMjCYpd2NTqYjoPehp8wQP6lkVEREQORY7jfOO6bt422xXkiuyBeByOOw6+/nqLzRXAFGwWZhNvWz7VoWNNCawckYNV1q1ajGfkSHj44Z1e/qKL4K23LDEMsIbGpFDIBCx32ByYh+UPe2GVfP+dBzed4RDDhVGfQEXRVmcNAydv0dOUFFiwAFq02Gl36q/5j8DUnzN3FSxYDS2yoVdrCPixCs0dR8D8f0CikmjMRnO/OxMapWcTDLSnY/NVpF28hImTwpSXwwknQHr6ri+7dONS3lv4HimBFM7qchbZKdm7PkhERETkMLWjIFdzckX2xDvvwLRpgOU8VwENsCHCG7BwcU2N5iuA1jVeR4EZwGrv9QKs2m4A4LXXdhrkTp4Mr79uo6STXuQihvAIEKU/VgU5iM2y/QwYAjzdG2KO92FWt//AjF96vSrE5uJ2IRnghsMQCsFzzx3GAS7ArHsBSPeysCs3QKscyM0EcGHtJEhUkkjAx7Mhw0tyt83dQLPsb8AXAXcjQ4Y02e7pd6Rtg7Zcl3fd/nsfIiIiIochzckV2RPvvFM1RHma9/gKCxWbA0OpLjuUiQWxCSycXAF8jAW4PYDeQEkqbGgOBGBtqDnXXguZmTYyuFs3m9YLMGeOTd2tDnBnAjP4A3czhdak4MeLx2gHHI1ll/OBpQ28HeVAhzFYnrcZFtx2A1oBNqr6lVegoADOOms/3rNDUUUhANk16nNVeGsJ0+Jsq7IMbCiByhisKwa/DxpneW2C6RDe+dBzERERETkwlMkV2RO5ueDzQSLBemyd02Isg5tcabWd91iDzX79BCvzBJZpPQHITIXodUAcNjaGlKw0+v7+XZY/Xn2puXNtWdrzz7cMbjQZZLGJZHmpIjL4Kf+P41mHj2c5kU8BaIQNVX6xFWxKTqUtBkJl0GkaLG4O8TA2J9eyt/feq+C2SnYvWPc1aRE4rRe89y2URwEnAM2HwYrXAVhbY+R3swYW6ALQ9Vfg829zWhERERE58JTJFdkTV15pESFQic2/PRYbcrz1lMsm2FDmUixv2hcYgGV4uRGCvSAtDTbGYfSUK8jfnEwDJgDLFicS8PLLNQNcsMHIyc+nZuOSzUSuYggT+KXvH+D4cLxrvtENKpOxVjEW+Z77M2gyk1CksiprfPHFcNNN++H+1Bd9HwR/KgDBAAT9UB4PwHEvQv67ELeSy2uLICsFOjSGjsmRyb4QtLmgjjouIiIiIgpyRfZE+/bw/PPEIxESWKGpRliGFrAAeMCAqub9gBOBPKAFkAqQDXQFgtAgFTaWwoQ5g4klQt5RnwHvAvO3uvgabMBzoXeCPt7X/iR/lINXXooTtvNkZkGsKRaNl2PjlzOA1A1kjDyZv7/yDc88Y0Wdn3rKVgsST+4AOHkCNDsVIs2I5PaivNc/oc2PvfVyIRa34cqNs6B7S8hIAXAgoxOkHwbrCYuIiIgcpBTkiuyp886jctUquOACQunpVoo4EIB+/WDVKvj0U+jYERyHMNtmeDmmK6TY1gZpNgy2XeM5OMSxiHSz13AeVs4q4b3OB0qwdVjbAi2BTuDNxm3bFh54Ihv+9jcIh8kcBCelQkolsBEr55zpncqNceXpfTj7bGhdszKWVMs5Gk58D06ZSKRRV8rnPw3f3ArL/gfYPFwXaJRR45hwLhz/Wl30VkREREQ8CnJF9kKlzweXXEJozhyYORNWr7aFa3NyLCU6aZJNqE2mRxs1gjvvhGXL4K1p4FU7TlblbZyxEBcfNt8Wqhcfmodlddd4+5KLAzlb9Kd/f5g61Zay4eqrISOD9MZwXBoM8kO4BEiHcABSHHhhwM+IBA6TdW/3xZoJ8M6RRPJfpzz/S5j3V3BtKPnaIvA50DBZnKrdFXDOcsjsssPTiYiIiMiBp8JTInuh0itzHEpNhZYtt23QuDG88YZVYnZdCAa33N/rLzDzdjIipRRubsTvX70dC1w3eg0aYjN6C73X32Fjjm3ip89nge2IEXD66VYPq8o770BFBf7VkNEYbvPB4CxYmQNtc+CirAjNe1+/n+5EPea68OWVEC8lEoTyStvkOLC5FFash5x0+16AH7L7gD+0i5OKiIiIyIGmIFdkd8XjtoZPZSWVa9cCENw6eN1aYAc/Yl1/AZvnEln4HybOPZF4osTbsRFIw1a7zQbWe8/LvP1WnGrwYPjoIy9zu7VVq8BXCWdCViGs3Ag9wvDzlpCZArQ9F7K67vbbPmyV5UOZrXocCdrQ5IooRELw3XLL4h7Rymvr89tcXBERERGpcxquLLIrFRVw3XVWVCo1FRo0INq9O1x/PaF58/bunNHNsORpIEFlLIdYvNzbUUz1xNnkArctSa5lmwxy58/fQYALcMwxcLQLAWjbuHpzRgreEjjD967Ph5tAKsn50JkptmljKURjVnCqVQ6kJUd8hxpakSoRERERqXMKckV2Zfhw+M9/bD0fTyXAypUEBw2Cdev2/JxrvwSfZYFP6j6VcDA5LLmc6lrNOd7zZsARWBVlW9Zmp8WijjoKjm4DEWjozcNtmOYFxQ5QtnzP+3s4CjWAJicBDg1SbQ3ctUXVBadykwWnfBE49WutiysiIiJykFCQK7Izjz9u44KxnN4aYBU2qDgA+MrK4PLL9/y8wQbgWtA8qNtU+rT5mtTQOmx93GSQGwZOwYJdP2ATb1NT4Y47dnH+a+8F16oun9wTjk2OpPVHILvvnvf3cNX3IcDm3TZMswC3cLMFvNnJglOtzoG0Vjs+h4iIiIjUKs3JFdmReBxuuaXq5VQsyE2q+uF5/31YsAA67cGczJyjbbmZWAmpIZfbzhxFYdF3PPFJHyKN2zJlpk3/jcWqDwmHLcC9/34YNmwX5299NmR3hqL5+Kiwbb4IZHaFpkN2v5+Hu3gxBNIhVkSjDJizCkoqoGlWsuCUDyJN67qXIiIiIlKDMrkiOzJ6NBQXA7ASC3C7YIOGwXKuVd58c8/O7Thw4vuQ1oaU1DR8wRQGdvuQO27J59WxzZg9G372MzjiCDjvPJgwAebNg4ICuOaa3Ti/LwBDP4fON0KkGaQ0hy43wckTwNGP/W5L7wAJmy/dppEN/Y4noG3NatYdflo3fRMRERGR7VImV2R7XNfWtcXmXy4AMoBO2LTWI7ABxICthevbi8AxsxOctZiU5Z+C+zYb0uOwqZJIYgON2jTi3//ex/cQzIS+D9hD9k6oAbQ4G5a/SjAAR7ax4coN0739WT2gQc867aKIiIiIbElBrsjWXBduuglWrgRgLVAE9MUCXIC2Ndv7/ZZu3RuOQ2TdeJj7Nzb4ANdH5MMn4egHofPP9/INyH517LOw6m2Il9MkC5pkedv9qXDEnXXaNRERERHZlsYtimztsces4JSnEPtB2WLmZSRS/XjgAWjXbu+uNe23+Ob8mXAgQTyRIODECDgVMP1XULRwH96E7DeBCAwaC/408KcAPnve4kxotZcfboiIiIjIAaNMrshWEv/vAXzlNg9zFbAayMYbnhwI2DDmTG8t23POgTZt9u5CZfkw70EAUkJQEYNIMNmJKPzwMvTcVRllqRXNToGzl8CyV6ByAzQ9BXL67WSxYhERERGpKwpyRWrYULYBVi0hGygAvvG2N082CATg97/fP8HN6o+tCJRrS9JAjaGwbtwCXTl4RHKh8w113QsRERER2QUNV5bDQiwRY07hHFYVrdppu/sn3c/ENlZsamWN7U2ST7wM734RzATHUrc9WkLvNtC9pbfPCdj6qyIiIiIiskcU5Mr+47rw0EPQsqUt6Dp4MHzzzS4PO9Ben/M6Tf9fU45+/Gg6/L0Dg54axJriNTts++shCaJAPtAaOA0brgzYWrj7a4hqs6HgCwGQlQqtcmrsa3cpZPfeP9cRERERETmMKMiV/ee3v4U77rCqxGVl8OmnMGgQzJ5dJ91ZuXklt310Gxe+eiHrytZREi2hPF7OZ8s+o+PDHZlVMAuAeCJOZbySWCLG6pLVLGgEF50OFY4NU66aJpuSAg8+uP866A/Die9BKAcCaeCEAD/0+D30f2r/XUdERERE5DDiuK5b1304IPLy8typU6fWdTcOH5s3Q5MmUF6OC1QC4eS+o4+Gr7/e9hjX3eOsaCwRY/SM0Tw14ykcHK7uczWXH3k5fp9/i3ajZ4zmunHXURmrJEHCNpYAIaqjVsCHr2q/g4OL9/OwBnrOh3/Ngx7rYGWzNHo9NgaGDNmj/u6WRBQKJkKsBJoMtmHMIiIiIiKyU47jfOO6bt7W21V4SvaPxYshGITycpYAs4DBQAbA1KkwaRIMGGCB7WOPWcZ33TpbY7ZdO+jRA1JS4IILcM88i8+/8DF5MjRtFqdB3/GsLF1Erya9uPWDW/km/xuiXlGmqflTeX3O64zsN5I/ffonlm9aTvfc7nz6w6dUxCuq+xcDVmAL3XakagxDVQAM1QEuQDF83x5OON6C39d+8iy9uh2AABfAICQzGgAAIABJREFUF4SmB+jcIiIiIiKHGQW5sn+0bl1VlKnI2zQPyAMLbC+/3ObnPv883HwzRL3KwfE4LFxoD6ByzLuckTaBL0qPpDywhsSVx8Oc1fjD5cSJbXnNyhTKlx7F20UTeXvB21WbVxStqG6zCQtwkwljF1gENAByvO1lWNAb9l6Xesek2yFpwTSaZzRHREREREQOfgpyZf9o2NCG8r73XtVE73wsXkwFy/R26QIbNlQFuJuANLb8R/jPsqv4vKwT5ThwyVWQtQT8ceJbX+/j4fDFb+l87mMsSPm8OgebYMuZ5qu9r8kgthGwGVjvbSv1HmABborXIR9eGhqC/iB5zbcZBSEiIiIiIgchBbmy/zz7LDRtSjQex8GSpguAnoAfoKCgqukyYCYWS3bw9hcDT3IN5aRBoBjSP4LKuP0r3YBlXkuBJV3h88u4+dQ7eLHNRAtwE9jCtpuxQLYhUHO1nzCQiwWx6cBSYK23r7H3dQPVAW8DqoLlW/rfss2cXxEREREROTipurLsP40awQUXEAUysZhyGTBpq2bJ4NcPNPOez8WmzFaw2lo4K2FjwjauwgLQxd7z6UMZ0n0BZ/X9nA2rsMB0HZYaDgGF3utkTN0BWwsopUYnGnpfc7H1gbKBtlhAHcQCZcDv+LnsyMv26baIiIiIiEjtUZAr+9f11xMLBAgCvbH4chMwFZiPxaorsbi0r/foAGRhgfFxPAJMgugqKG1tkXA5FqC6WNbVfwp3nP0Rx3ZK0DsDC4TXeydojQWpa7ESz9lsf7xCJtCe6mAX7KehjffwErendjyVNg3a7Pt9ERERERGRWqEgV/avAQOobNaMIBABumLxaT5WiOpz4FssxmzqHdIdGAQcB/yOt8hiMVAKXz5p2dWWQCugExa0dnmL9MhmwkF49ChITfW2N8H+RTfBhiS3oXooMvDTPj/l0TMeJTWYahtqLCUUCUTsSYCqALdZejPGXjh2/9wXERERERGpFQpyZf9yHGIPPECwZUvA/oEdB5wAnA50wWLIrts5NAh0pZLp/JJ0joLCE+H9ByEctKJQyQrJvZ/hle9OorwyRO80mD0Qft4B/Ml/zWlAC6qCWAeHq3tfzeNnPs6IvBE8csYjtG3QloAvQNecroy5cAxzbpjDqR1Oxe/4CfqC/KTHT/ju+u80F1dERERE5BDjuK6761aHoLy8PHfq1Kl13Y3D0rhx42jXpAndTz0V1q/feeOsLOjbF6ZMgeLiqs3lhLiC0bzBuSS6fIQ78D7SWy3l5G79uO/kUTTzN6fkzQFkObMJBypxgc/L4PRVfqKOn8p4JQ4OmeFM3rjgDU5sd+Ju9T3hJnBwcBxn141FRERERKTOOI7zjeu62yyDUmfVlR3H8WNTNVe6rjvccZyGwMvYANWlwE9c193gtb0d+CkQB37huu77ddJp2aVEIkEikSCYlQVffQVXXgmTti495UlJgeeeg+HD7fVXX8Fll8GiRUSI8XLPe4m+0JfC7DNo1OgMQqEtD0+79CtY9j9Y+TZOOJvjO/2cBf4cnp7xNMs3L+fEtidyTtdzCPqD2157B3yOBjeIiIiIiBzK6iyT6zjOLUAekOkFufcD613XHeU4zm1Atuu6v3UcpzvwItAPaA58BHR2XXebpVNrUia3lrkuRKNUJBJ88OGHHHHEEbRt29b2lZWBzwfLlsGdd8J330GPHvCb38BRR217rk2bIBSyIFhERERERGQ7dpTJrZO0leM4LYEzgCdqbD4bGO09Hw2cU2P7S67rVriuuwRYiAW8siNr18LcuRCNHvhrlZXBtdda9adwmGhKClxwAcG77oL8fGuTkgLhMHTqBC++CN9/Dy+/vP0AF2wIswJcERERERHZC3U1XPkh4DdARo1tTVzXzQdwXTffcZxkXdwWwJc12q3wtm3DcZxrgWsBWrduvb/7fPAoKoJYDL791oLGggJIS4PVq2HOHCgstEyo3w9/+xtcddV+uWw0HqUiXsH6svWMm/E/er4ygQGPv4cvGqtuA1BWRvCZZ2DMGJgxA5IZXRERERERkQOs1oNcx3GGAwWu637jOM7g3TlkO9u2O8badd3HgMfAhivvdScPJvn58PjjMHu2DfH96COb4xrf6WhtVocq2RiETjfegL9NGzjppL3uwvrS9fz4lR/zyQ+fABCJwpdPQLcC8Hl32cXWwy33jgmCDTu+4w54/vm9vraIiIiIiMieqItM7gDgLMdxhmFLqWY6jvMcsMZxnGZeFrcZUOC1X4GtkprUElhVqz2uK1OmwAkn2LDjWGzX7YHCVPjRj+CLxuCmgeOWcdFrl/LowAWkhdKqG679EmbfD8VLoMlg6HYrpG6ZIHddl5e+f4nL3riMeI0p0JfPgI7rIeQFuHFs/dvNNY6tKvX04Yd7+KZFRERERET2Xq0Hua7r3g7cDuBlcm91XfdSx3EeAK4ARnlfx3iHjAVecBznQazwVCfg69ru9wHnuvDJJzBqFCxeDBkZNtR3O8qBGJAOzAQqsch/ITDiNJjjxz4GaAP+CMTb5zPp+SYMaXsC/kAqrPkMKtdUn3DjDJj3d+h2GwQzYPnrFBHklMVr+Grt4up2caACzpgDK6JQRIhSKknBAtwuXpOw1zcAsrP33z0SERERERHZhTpbQmg7RgGvOI7zU2AZcD6A67qzHMd5BZiNxXY37Kqy8iHHdeHqq+GZZyCR2Gb3OmA+0AerFPY5UAE0A1YCfmA1sDwLFga8nUDOBpjYD9qHIOIrwc1/Z2edgDn3Vr26eQ18UzM1W47l1OPwSQJ+oCUTGMLFPE+IGD6gg9eXKoEA3HzzHt0KERERERGRfVGnQa7ruhOACd7zdcCQHbS7B7in1jpW295+2+atbifA3YAtJlwJzMMKO1UAqViAmwb0Bb4CMhuArx0QhzN8cHUU1i6B7t3sXDUnN1fGoGATzFkFfdtCTs0SYMDzm+0TBWLAeqrHIjeDj/vB0qW/ZRxXMITVNOEjmhLHR/Vkacfng+uugxEj9u3eiIiIiIiI7IGDKZN7+CkogAsugAkTqjZ9j2VlW2AB7Q/YxOVmWHoboCuWNV2DladOB4YCawshEYImIXilLeQXwuyVsL4YlhRCxJsoG43B8vUW9LrAFwsgJx3y2ltSefICqFgDNPYuUupduDGQCd92hxUZxxMtyuAGxtKKJ8hjM4/ThAbhckb+Np2OI0+D3NwDdedERERERES2S0FuXXFdGDoUZs6s2lQKLMGytAuxILQDNtfV8bYVe9t8WOCb5AC5pXDTZCgeZq/b5sL8fPh6EUS3GuCdmwEJF3q0hILN1u6L+eBzoLQSjozBjCVe4xxsHHJW9fHr282A73qAG2I5V7GcMOAjDPz+RqDR/rlNIiIiIiIie0JBbl2ZNg3mzgVsuutGqstJHwusxWLKGnElnbd3nkDA1sjNzobOnbn/F79gQsXfCZR9iN+BDk1gXr417dUKstMgGICUUPUpslKhYZoFwy6Q1w6e7QB9v4doCjYmOnk5AlzW+zJOPaEPVw/3U1oCkAJAaipcfDE0UoArIiIiIiJ1REFuXRk7FiqsQtT3gBeH0hzL5Lbe2bHhMAwcCPfdB5mZ0KlT1S4HOLG4B7zVEdw4nZtZQBsJQm7mjk+ZkwGDulqQmx6xkckL82DISlgShaADrhPkkiMv47Hhj+H3+Wn3MfziFzB1KmRl2fM77tiHeyIiIiIiIrKPHNd1d93qEJSXl+dOnTq1rruxfbGYpTs3bSIKfIBlbLsD2dQoEOU40KABvPoqdO5s1ZfXrrVhzkOHgs+342tMvw3m3Lfj/YFMyO4NDY+BeX8Fti16lTQ/FmJpx1/R84iRNM9ovodvVkREREREZP9zHOcb13Xztt6uTG5dmD69qpJyPhZe9gQa1Gxz5JHw9NP21fHC3t/9bvev0WcUhBrAt38AxwdOANwE9H0QOl1XfU6AztfCZ+fDxu9se3onyPsbVGyA1BZ0zh1I55rtRUREREREDlIKcutCOFwV5AaxAlJVAa7jwO23wx//CMHgvl2nx23Q6XpY/SH4gtD0FAikbtsuoyMMmw6VG6wgVrjhvl1XRERERESkjijIrQtHHGHL65SU0IwaVZJTU+GJJ+Cii/bftUJZ0PrHu9k2e/9dV0REREREpA7sZFKnHDCOY4WncnIgIwNSUuxxwQVw4YV13TsREREREZFDljK5deWII2DlSnjnHSgogEGDoFu3uu6ViIiIiIjIIU1Bbl0Kh+Hcc+u6FyIiIiIiIvWGhiuLiIiIiIhIvaEgV0REREREROoNBbkiIiIiIiJSbyjIFRERERERkXpDQa6IiIiIiIjUGwpyRUREREREpN5QkCsiIiIiIiL1hoJcERERERERqTcU5IqIiIiIiEi9oSBXRERERERE6g0FuSIiIiIiIlJvKMgVERERERGRekNBroiIiIiIiNQbCnJFRERERESk3lCQKyIiIiIiIvWGglwRERERERGpNxTkioiIiIiISL2hIFdERERERETqDcd13bruwwHhOE4h8ENd92M3NQLW1nUnDiO637VH97p26X7XHt3r2qX7XXt0r2uP7nXt0v2un9q4rpu79cZ6G+QeShzHmeq6bl5d9+Nwoftde3Sva5fud+3Rva5dut+1R/e69uhe1y7d78OLhiuLiMj/b+9Oo+yqyjSO/x8SCASZZCaAIFPLYBgFwRFFGVQUEBVRtJUlqAxLRBHFlskGh9ZWGgFtcAIRZWgUEYUggiwmAaUVDQ4IYUaZkzAkb3/Yp+R2dUgKc+rd1bue35ek7iWsdz117rvvPufsfczMzMya4UmumZmZmZmZNcOT3LHhlNoFjDPOO4+zzuW88zjrXM47j7PO46xzOe9xxGtyzczMzMzMrBm+kmtmZmZmZmbN8CTXzMzMzMzMmuFJro17klS7BjMzMzMz64cnuf8PeBI2usIL020ccB8ZfZI8ppqZmY0B3nhqDJI0CXgh8CDwB0/CRo+klwCPR8S1tWsZDyS9DlgaOCsinupek4/x/rmP1NNNdsOZjw73kVySJgMbA7OAlYAZwC0RMbdqYQ2StASwATCbkvWtwO0+tvvnPtK+ibULsHk6HngBsB7we0kHRMQfKtfUqo8BXwWu7QaXzbrX74mIP9Yrq1kfAU6JiKck/ROwBbC+pFuB70bEzKrVtcV9JJGkvYC7IuLS4V/+JU2IiDmVSmuR+0iuzwNrA4sCvwaeBG6VdHZE3FO1svYcD6wCTABWBP4AXCHpOxExq2pl7XEfaZyv5I4xklYDLo6IDSUtBhxO+T39S/f+9sD1EfFgzTpbIGlV4DsR8Yru569QrnzdDQj4aETcUq/CtkhaEfgpsHlEzJX0U8pZ6puATYEzIuLiiiU2w30kl6QplOP4p8BiwLXADyPi1937bwSuiYg761XZBveRXF0vuT4iVpE0kXJFdxNgc2AKcEhE3F6zxlZ0WV8WEet1Wb8TeCNwL2XSe1BEPFyzxla4j4wPXj809uwJXAcQEU9QrjLuImnD7v2TgScq1daa9wDbSlpB0ouBNSJiO+DdwC2U34X1oFsP+jfgIuCV3fF8f0TsC3yle/3AbmC3hec+kmsX4EbKlYFvAcsAx0j6lqSDgG8AD1WsrwnuI1UsCVwt6QUR8VRE3BgR3wKOpNy2vHfd8pqyPuWum+d2t8/+hHLC/YPA48B2NYtrhfvI+OFf4NhzDTAd/r424A5J3wQ+IOkG4CrfQtGbr1FuC7oOWBP4OEBEPCzpV5QzqNaDbo3LHEm/AI4B7gQmSFozIm6T9BTwxNC6GFto1wA3D/3gPjLqzgJuoNyufI6knwHPA1YH/gW4NCIeq1hfEwb6yFXApymTLPeR0fUn4CrgC5J+CPwSuDkiHpR0LZ7k9ukK4PXAp7oJ1mrA5RExW9KvgbcCF9YssAXuI+OHb1cew7qzTRO69QKnU5rfbr6Fon+SXgTMGLqdUNI04PMRcUHdytojaQ3KsbwPZW3XTOCvwNcj4qKatbVC0gRguYi4v/t5ke6WLPeRZJJuBD4VEefVrqUlklYB9qDc0vkE7iOjStJOwMuAxSkXSDak5H6Cx8n+SHoO5U6cZYDfUW5fninpGuDoiPhB1QIbI2klSt77UI7nx3AfaYYnuWNIt4PhVsCqwI8H18tJ2gM4NCK2rlVfSyQtDrwUWB44JyKeGNpVT9KawHERsVfdKtslaRlgOcoXptWA30fEHXWratfAJHc34PCI2LJ2Ta3o+vY2lL59wbC+PQk4LCKOrFVfS7q+/RJK7ziXsk5xNWBS9+fvvO65PwN5LwX8F7ACZXOeucBzKLu2/6pehe3o+sjWlMntJRHxyMB7KwJHRMSBtepryUDPngKcT9k1fDKwMuWuvpsi4u56FVpfPMkdQ7pb3H5F2dRhXcptQadHxPe799ePiOn1KmyHpB9QbpldFbgDODAinhx4fwnvZNgfSbtSNnW4LSIeqFxO07qs/wL8ZV5ZS1o9ImbkV9amrm/fSNm0bqhvnxER36tZV4sG+vZqlDtv9q9cUtMG8p5CeYyN8x4lA9//NqXsZH09pY+cVbOuFg307KnAOsDVlO/avtumMd54aoyQtAPlpMNBEbE9sBFl8fsRks7tJl2e4PZA0o6UHVAPAN4LLAF8cuD9twJ+3EdPuknX2ZQNvfaVtLOkDSQt1b1/UHfFwBbSQNbv4ums1+9ugUPSfsB9FUtsykDfPnhY3/6EpHMkLVe3wnYM69vvAZaQdOzA+3t3V86tB8Py/mf+b97vcN79GPb97+WUPvJj4ONdH1m2boXtGNazX0nJ+lLgqC7rZepWaH3yJHfsWBp4RNLakiZGxCMRcVJETKU8J+3tletrya7AeRHxRETcC3wW2ELSZElbUrbp986z/dkc+DLwQ8rt4W+jfHHaXdIBwIcjYnbF+loyr6wPBPbosj4iIh6vWF9r5te3/wjsVrm+lsyrb2820Lff72O7VwvKe3/n3ZsF9ZHdK9fXknllfWJEvJCS9R6V67MeeXflMSIizpa0DnAwcGa3ycCEbrK1FGWnTuvHZZTt45E0ISJ+I+lm4B3ASpQJgvXnTMpOhX8ELlZ5FuAOlFs79wX+o2ZxjXHWiUbQt9eqWV9jFtS3vflRv5x3EveRPM56fPGa3DFE0srAfpRH1zwEXE4ZTDYDdvcD1/szfM2tpCmUB4OvCGzmNYv96s6YPjW0udfA6zOBjSLizxXLa4qzzuW+ncd9O5fzzuM+ksdZjx+e5I5RkralbEB1K2UHwz/Wrag985gE7Ae8ISJ2rljWuNGtV3xTRJxau5bWOesc7tujz307l/PO5z6Sx1m3zZPcMUSSgIkR8aSk9wL/Gf4F9WpwwB76u6SPAidTno+2akTcVrXIRg3k/RHg5Ih4aPgXKOuHs87T9e1Fu8eQuW+PMvft0edxMp+//+Vx1uOHJ7ljiKRFuw/desC0iFijdk2tGhi41wN+GhFr1a6pZQN5r0vJe+3aNbVKTz8T18d2AvftPO4juTxO5hmWtfvIKBo2Rl4aEavXrslGh3dXHgO69QHE089p3Rr4YvfehFp1tUbSm1QeAs7AWbutKbvRIskbsY2+bYATwMd2nyT9vZdHxNzur4PHtrPu2Tz69rZ0G3s571E32Efct3vkcbI6f/8bBfMZI7/Qve+sG+QruRVJWouyU+G2wGzg0xFxraTlgScj4uGhM04Vy2yCpE2BLwE7RMTjkp4LrABMAn7TndXz7Zw96b4kLQvcHwOPY5K0AvBURDzoY7sfkqYCR1O+9N8M3NPdOrsxcGtEPOpjuz+Sng+8BdgK2AI4DzgxIn4/8N847x64j+TyOJnHx3Yej5Hjl8/I1XUAZcvyQ4FXA2+XdENE/FXSEirb9s+pW2Iz9gMu6QbunYE9gVcC1wMXAqe4wfXqk8AawIWSplM2dfhbRNwvaVF1OwBXrbAdy1H6x3MoJ8t+Lmk28KKI2Av+1xUZW3gHUr6E7iZpT+B4ynOIrwEOiYg/Oe/euI/k8jiZx8d2Ho+R45Sv5Fak8sy5l3ZNbSXgFOD8iDhV0mGU38+/1q2yDZIOBiZFxPGSLgS+FBEXStoR+ABwUET8qW6V7ZB0B/ADYC4wmTKA3wxMowzucyPioGoFNkTSopRn/j0KXA3sBHwQeIByVebHEXFrtQIbI+kq4P0RcX3383HA94Adgfsi4hRfFeiH+0guj5N5fGzn8Rg5fnlNbiWS1gZ+DszuvhDdCxwLfLj7T3YAflKrvgb9EHi5pL2APwMzACLix8DqlCvq1gOVx9UcRRlUPkA5efMksAtwBLAXcHq1AhvTrQn9d8rts1Mj4lhgFvAZ4BXAYvWqa9K3gTdIWlXSa4A3ADcBpwJvkTTFE9yFN9BHPoT7SBaPkwk8RubyGDl++UpuBd325QKeD9zbrb2dEBFzJH2Cshh+mYh4WdVCGyNpK+AQYE3gPuC7wAaUq+nb16ytNZKWBuZExGPDXj8c2Ne7ovZnYKfIVSm3Gy5BGchfW7m0JnU7ch4DrA9cCVwXEad1677OiIiNqhbYEElLAbOG37bpPjJ6PE7m8BiZx2Pk+OU1uRV0Z/lD0l3AksDDA2tvz6KcuT66Vn0t6jbzuhl4J2Wjr52BtYC7gY/Wq6w93UmcR4auZnW7Gkb38wzgazXra9BykhaLiLskTQNOo9zuhtd1jYo/AW8DFouI2QOv7wh8s05JzZoALA/cM+z124Gv5pfTNo+TOTxGpvMYOU75Sm4FkrYD3k25mrs48DhwEXBBt8vb/sA5ETF8YLdnqcv6XZRb8ydT1mCcS1n3Et65sF+SJkfEzIGfJwAMncTpBvNFPKgsvIFjW5Qz07Mot7hdFxGPVCytSQN9eyKlbz9AWXLyg65vrwvMGDbxtX/AQNZQju3hY+TSlCu8Tz7T/8NGzuNkHo+ReTxGmie5FUi6HDgD+B0wE5gKbAncS3mM0Mz5/HN7FuaR9WbAi4A7gc9ExMMVy2uOpCuBoU3UTo6IhwbeW4tye9btdapryzyO7U0pSx3uBD4XEQ9WLK85z5D3FpS+fVxEPFqxvKYsYIz87GBfsYXncTKPx8g8HiPNk9xkkpYBfgZsNXSmTtISlPW5HwFuA4711YCFN4Ksb6Vk/cQz/T9s5CStAvwC+BTldretgV9RBvJvSzoBuDgizqtXZRtGcGz/mXLCzMd2D0bYSz4dEY/XqrEV7tu5nHcej5F5PEYaeJJbhaRDKc+eOz4iLht4fQXgAsoGD/7g9cBZ55H0AmDXiDiu+3lxYF/KbYfrAZOA5YZvtGH/GB/buZx3Hmedy3nn8BiZy8e1eZJbQdfYDqZ8+B6lPH7iYspjg7bxjm/9cda5JE0EJg6/E0HSp4AtI+J1VQprkI/tXM47j7PO5bzzeIzM4+PaPMmtSNIalHVGW1E+dGdQNtaYXrWwBjnr0dc97znm9bOkz1Buw/Kzn3vmYzuX887jrHM579HlMbIOH9fjlye5lQw1N0lTACLijto1tcpZ5xqW97IR8RtJK3u38P752M7lvPM461zOO4/HyDw+rse3RWoXMI5N6P4cupVi6Nlp1j9nnWuorxwMbALgwXvU+NjO5bzzOOtczjuPx8gE3fHr43oc85XciroP2j3AJm5wo8tZ5xqe9/DbtOwfo/J80AkR8cDAa6I8WmWTiLi7WnENct55ulsKl4iI6ZImDuyIehcwNSLurVthW5x3npFk7TGyP5ImRPfc4e5n9+xxyldyk0g6RNI6g691DW2nbhLg30VPnHWukeTtwbs3hwPbDB3Dkpbqsn1ZRNztY7t3zjvPx4EjJC05MAmYCOzdTQKcdb+cd54FZu0xsh+SdgcOk3RUt/HU0PeRV7lnjz++kptA5dlc/w28MCIek7QxsA2wMuU5XlfC3z+IthCcdS7nnafL+g/AWhHxZDeYv5zygPvzgJMiYmbNGlvivPN0Wf8W+DWwEeU5omcOTAh8latHzjuPs87TTWqvBr4BbED5bjIRmApcBHw/Ip6sV6Fl8xmNHHsC13WTgE2AzwEvBZ4A3gcs7ybXG2edy3nn2Qa4qZtwvYhylfFi4EjKxGuTmsU1yHnneTPwo4jYlZLz9sBrht50D+md887jrPPsDfw2Iv4NOBc4kLIm92JgJ8qziG0c8SQ3x2uByZLWpSx+vyQi9gG+BMwC9qlZXGOcdS7nnaBbU3Q18FtJ2wErAKdFxPkRcQnwS2D/mjW2xHmney9wSff3HwHXAidKOnVoV1TrlfPO46zz3AvMlrQsJffzI+JzEfFtYAbw/qrVWTpPcnMcA9wAnAi8gtLoiIjHgcWBB57xX9qz5axzOe8EUcwELgW+CXwR2KkbzKFcPb+sVn2tcd7pDo2IcwAi4tGI+ArwYuB+4ODulk/rj/PO46zzXAZMBm4BpgMPDuykvAbl5KSNI16Tm0zSVGB6RMyStDowjbK73qzKpTXHWedy3jm6jTPeDnwIeB7wPWAO8KGImF2zthY57xzd5jtzuy+li0TEHEmbUk6k7eGs++W88zjrXF3PXhr4MrA68DgwCdjF+yiML57kViRpS8qH7sjatbTOWedy3jm6R9xMiYiba9cyHjjv0Tc0Iahdx3jhvPM461ySFqNcNX8ecHlE/LlySZbMk9xR1K1TfD9wDXBFRMyoXFKznHUu553HWedy3nkWlLWkSd3SB+uB887jrPO4Z9sz8SR3FEk6jbKN+TRgJeBOyofwIuA5wMG+0tUPZ53LeedZQNZLAQdExNH1KmyL884zgj5yoLPuj/PO46zzzCfrn/B01kfVq9BqmVi7gMZNBE6i7Ka3EWX78tdTnrW4A/C7eqU1x1nnct555pf1q4Hf1yutSc47j7PO5bzzOOs8/j5i8+QruaNI0pLAxIh4qPt5eWBdYArwNWD7iLixYonNcNa5nHceZ53Leedx1rmcdx5nncdZ2zPYDr55AAAC50lEQVTxJHcUSNL8HvDdPXfx7IhYJbGsJjnrXM47j7PO5bzzOOtczjuPs87jrG1BPMkdBZImANtQnhu6KnBOREwbeH9JYOOIuLpOhe1w1rmcdx5nnct553HWuZx3Hmedx1nbgixSu4BG7QMcD/yV8sDvkyTdLulISctHxGP+0PXGWedy3nmcdS7nncdZ53LeeZx1Hmdt8+UruaNA0kXASRFx7sBrmwMfBK6PiBOqFdcYZ53Leedx1rmcdx5nnct553HWeZy1LYiv5PZMkijbmE8dfD0irgc+BrxF0pY1amuNs87lvPM461zOO4+zzuW88zjrPM7aRsKT3J51i+BPATaSNE3Svt26AYDJlGd4/aZagQ1x1rmcdx5nnct553HWuZx3Hmedx1nbSPh25Z5J2oyydfmDwCrAu4ANgSuAWcA9EXFotQIb4qxzOe88zjqX887jrHM57zzOOo+ztpGYWLuAlnRrAY4H5lA+ZNMj4lWSVgQ2pZxVuqtiic1w1rmcdx5nnct553HWuZx3Hmedx1nbSPl25X69B7gwInYE3gesI+nNEXEfcBWww/ye6WXPirPO5bzzOOtczjuPs87lvPM46zzO2kbEk9x+bQZcCRAR9wKnUz6MAAcAm1eqq0XOOpfzzuOscznvPM46l/PO46zzOGsbEU9ye9IteD8MuGPotW5b88ck7Qe8Cvh6nera4qxzOe88zjqX887jrHM57zzOOo+ztmfDG0/1TNKEiJgjaZGImCtpPeBC4KGI2KJ2fS1x1rmcdx5nnct553HWuZx3Hmedx1nbSHjjqZ5FxJzuz7ndh/AWSWcC91QurTnOOpfzzuOscznvPM46l/PO46zzOGsbCV/JTSBpESgfxtq1tM5Z53LeeZx1Luedx1nnct55nHUeZ23DeZJrZmZmZmZmzfDGU2ZmZmZmZtYMT3LNzMzMzMysGZ7kmpmZmZmZWTM8yTUzMzMzM7NmeJJrZmZmZmZmzfgfJiJJNXcJ+UMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT CLUSTER ON THE RAW TIME SERIES ###\n",
    "\n",
    "colors = {0:'red',1:'blue',2:'green',3:'orange'}\n",
    "\n",
    "plt.figure(figsize=(16,8))\n",
    "plt.plot(smoother.Smoother.data[:,-1], c='black', alpha=0.3)\n",
    "plt.scatter(range(len(smoother.Smoother.data[:,-1])), smoother.Smoother.data[:,-1], \n",
    "            c=[colors[c] for c in raw_km.labels_])\n",
    "\n",
    "plt.xticks(range(0,len(df.timestamp.unique())-window_shape, 100), \n",
    "           df.timestamp[window_shape::100].dt.date.unique(), rotation=70)\n",
    "plt.ylabel('AMZN price')\n",
    "np.set_printoptions(False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
